Read next

Vector Databases Full Course for Beginners – Embeddings, Similarity Search & ChromaDB

Learn how vector databases work, from the math rearward vectors to construction semantic hunt alongside ChromaDB. This beginner way covers vectors, cosine similarity, Euclidean distance, tokenization, and embedding models, afterward walks through a live demo of generating embeddings alongside Google's Gemini embedding model. You volition additionally examine the inner architecture of a vector database, including storage, indexing, and the IVF and HNSW indicator types. By the end, you volition shop embeddings in ChromaDB and run semantic searches that discover matches by definition alternatively of by keyword. Course from @codeEdx Course resources: https://codeedx.gumroad.com/l/vector-databases-course-resources ❤️ Support for this conduit comes from our allies at Scrimba – the coding phase that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ - 0:00:00 Introduction & Course Overview - 0:03:42 What Is a Vector Database? - 0:22:40 What Are Vectors? - 0:33:37 Cosine Similarity - 0:40:37 Euclidean Distance - 0:45:16 Tokens & Tokenization - 0:57:23 Embeddings & Embedding Models - 1:11:48 Demo: Generating Embeddings alongside Gemini - 1:19:43 Visualizing Embeddings alongside PCA - 1:22:07 Inside a Vector Database: Architecture - 1:26:00 Indexing alongside IVF & HNSW - 1:29:26 Project: Storing & Querying Embeddings alongside ChromaDB - 1:38:22 Semantic Search in Action 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for liberated and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Read next

Ofen v1.2 – Real Estate React NextJs & HTML Template Free Download. Ofen is a Residential Brokerage Website for Greater Boston: 3+ Homepages, Six Neighborhoods, and Nine Agents, in Light and Dark. It comes as a Next.js 16 App and as the identical Pages in Plain HTML, in one Download, and it carries its Design Language in a form AI Coding Agents can Read, so the Pages you add alongside Claude Code, Cursor or Copilot appearance akin the ones you Bought.

Main Features

• Built alongside React
• Modern and Clean UI/UX Design
• Responsive Layout
• 12+ Pages
• Light and Dark Mode
• 3+ Homepages
• Property Live Search
• Advanced Filtering
• Property Listing and Sorting
• SEO Optimized
• and more

Download Ofen – Real Estate React NextJs & HTML Template

Free download Ofen — Real Estate React NextJs and HTML Website Template by BooliiTheme on Themeforest 65000731 premium ReactJS Template for genuine asset website theme download.

Using GA4’s keyword reports shows you which conditions run the most users to your site, reveals traffic decreases that need to be addressed, and helps you comprehend the conditions group use to conversation concerning your merchandise or service.

By the end of this article, you’ll cognize how to discover your website’s keywords in GA4, how to use that data to enhance your site, and what to do concerning the “not provided” keywords you may motionless run into.

Can you see keyword rankings in Google Analytics 4?

No, you can’t see keyword rankings in GA4 by default.

The former type of Google Analytics (called Universal Analytics) showed keyword data directly, akin to a essential keyword rankings report. But Google removed it to improved defend person privacy.

However, you can see several data concerning integrated keywords if you nexus your Google Search Console (GSC) document to GA4.

Once you do, you’ll be capable to see GSC data on impressions, clicks, average position, and click-through charge (CTR) immediately in GA4.

That being said, most marketers favor to use GSC for this data fairly than GA4. In a study we ran on LinkedIn for this article, we asked marketers which tool they prefer: GSC or the GSC study in GA4?

Out of 36 respondents, 86% stated they use GSC directly, and lone 14% stated they use the GA4 option.

This is evidently a small example size, but it does propose that marketers currently underuse the GSC integration, equal although it makes achievement reporting and inspection additional convenient by unifying data.

What does “not provided” average in Google Analytics keywords?

“Not provided” in Google Analytics keywords method Google withheld the hunt term rearward an integrated visit, so you can’t see which keyword brought that visitant to your site. The tag dates rear to Universal Analytics.

Google started encrypting hunt referrer data for logged-in users in October 2011 to defend person privacy, which meant Universal Analytics could no longer acknowledge most of the hunt conditions sending you integrated traffic. 

Those visits showed up tagged “(not provided)” instead. By delayed 2013, Google had extended this to practically all integrated Google searches, so most Universal Analytics properties eventually saw “(not provided)” as their sole largest keyword.

GA4 motionless shows the tag in places akin the Manual report’s “Session manual term” dimension, but it doesn’t have a keyword study built about it the way Universal Analytics did. GA4’s lone origin for organic keyword data is the GSC integration covered below. So alternatively of operating about a “(not provided)” bucket, you’re operating inside GSC’s own limits: a 16-month data opening and query-level thresholds Google applies for privacy.

For a fuller image of your integrated keywords that doesn’t depend on GSC’s data window, use Semrush’s Organic Rankings report. Enter your domain to see the keywords Semrush has independently identified your location ranking for, without the 16-month cap or the GA4 linking setup.

How to see integrated keyword data in GA4 (via Google Search Console)

See integrated keyword data in GA4 by connecting your GSC document to your GA4 property. Here’s how.

1. Verify your location in Google Search Console

To verify your location in GSC, log in to GSC alongside the identical Google email you use for GA4 if you’ve already set up your account.

If you don’t have an document yet, sign up.

Then, GSC volition immediate you to add your property. Select “Add a website.”

After selecting the website option, you can choose between two asset types:

• Domain: Collects data for all URLs on your domain and requires verification through your domain name scheme (DNS) provider
• URL prefix: Collects data lone for URLs under a particular website section. You can verify your asset through the GA4 tracking tag on your website.

Once you choose a asset type, prosecute the instructions in our GSC setup guide to complete the process.

2. Connect Google Analytics and Google Search Console

To nexus GSC and GA4, log in to your GA4 document and click “Admin” > “Search Console links.” (This appears under the “Product links” section.)

Go to “Link” to commencement the process.

Choose the asset you desire to nexus to GA4 by clicking on “Choose accounts.”

Select the accurate asset and click “Confirm.”

Select “Next.”

Under “Select Web Stream,” choose a provided data stream and click “Next.”

The final stage is to assessment your choices and click “Submit.”

Your GSC asset is now connected to GA4.

3. Enable the Search Console reports

Enable the Search Console reports, as GA4 won’t display GSC query data by default.

Go to “Reports” and click “Library” in the bottom-left corner. Then, discover the “Search Console” report, click the three dots, and choose “Publish.”

After completing this step, you have to be capable to see “Search Console” in the GA4 reports menu.

4. Access keyword data

To admission keyword data, delay 48 hours for data to be available, afterward click “Queries” to perspective the keywords driving group to your site, alongside alongside data on:

• Clicks: The figure of clicks you get for a particular query
• Impressions: The figure of times users saw your results for a stated query
• Click-through charge (CTR): The percent of impressions that led to clicks
• Average position: The average ranking you have for a particular keyword

Note that historic GSC data is accessible only for the former 16 months.

Further reading: How to Connect GSC to GA4 | How to Use GSC for Keyword Research

3 tips for using GA4 keyword data to optimize your website

Use GA4 keyword data to optimize your website by creating topic clusters, finding satisfied refresh opportunities, and optimizing underperforming pages. 

Create topic clusters

Creating topic clusters (a collection of pages on your website that shield a akin theme) builds topical authority that can provision you credibility alongside hunt systems (including AI hunt platforms).

A collection consists of a pillar (main) leaf and multiple collection pages (subpages).

For example, you could have “indoor plants” as a pillar page. And “best indoor flora for beginners,” “indoor flora for air purification,” and “indoor flora for children” as collection pages.

Google keyword inspection reveals which queries you already position fine for, which you can use to build topic clusters about proven traffic.

To discover your top-performing keywords, kind the GA4 integrated keywords study by clicks:

Go through the catalog and appearance for patterns.

Let’s say you have a bicycle shop location that gets many visits from purchase-related queries, specified as “best mountain bikes” and “best bikes for beginners.”

That method creating additional satisfied on bicycle purchasing guides would apt be awesome for SEO. Covering the complete range of ways group hunt about a topic — not fair your sole best-performing query — additionally makes AI systems additional apt to contain your satisfied whenever they interrupt a hunt into connected sub-queries, a procedure known as query fan-out.

You can use Semrush’s Keyword Magic Tool to discover many keywords you can use for your topic collection strategy.

To start, category in a kernel keyword specified as “best bikes.” And click “Search.”

Select “Broad Match” to see options that are a assortment of your kernel keyword.

Select the "KD %" drop-down and act a tradition range of 0 to 49. This applies a keyword difficulty display that focuses lone on conditions you can feasibly position for.

Check the box to the remaining of all suitable keyword. We propose selecting a minimum of 50 keywords to justify you have adequate ideas.

When you’re done, click “Send keywords” > “Saved Keywords” > “Apply” to preserve them for later.

Next, collection your topic’s keywords into clusters.

To do so, open the Keyword Strategy Builder and choose “Seed Keyword-Based.” Enter your kernel keyword (“best bikes”), and click “Create.” You can add up to five kernel keywords if you desire a broader strategy.

The tool automatically groups connected keywords into topics. Under “Topics and pages,” you’ll see all topic damaged into a pillar leaf and the subpages (cluster pages) that assistance it.

Expand any leaf to see the keywords it should target.

Then, it’s fair a matter of deciding which pages you desire to publish on your site. The keywords you saved in Keyword Magic Tool can assistance you prioritize which collection pages to tackle first.

Find satisfied refresh opportunities

Find satisfied refresh opportunities by looking for pages that used to execute fine but don’t anymore. Then, update these pages to create them additional applicable to searchers to enhance their performance.

To discover refresh opportunities, go to the “Queries” report.

Click the date in the top-right corner, rotate on the “Compare” feature, and choose “Last 90 days” — this gives you adequate data to activity with.

Click “Apply.”

The array now displays how much the achievement for all metric changed complete the selected period.

Identify queries anywhere you misplaced the most clicks.

Enter all of those queries in Google and analyze the top-ranking satisfied to see anywhere your leaf falls short. And brainstorm ways to create your satisfied additional helpful than the top-ranking pages.

For additional ways to quarry GA4 data for satisfied decisions, see How to Use Google Analytics for SEO: 6 Best Practices.

Optimize underperforming pages

Optimize underperforming pages (pages that get many impressions but comparatively few clicks) by making them additional enticing. 

To discover these pages, go to GA4 and click “Search Console” > “Google integrated hunt traffic.” Look at the impressions pillar and discover pages alongside elevated impressions but low CTR.

Optimize these pages to improved remain out by adjusting their title tags (HTML that specifies the leaf heading and may display in hunt results) and meta descriptions (HTML that provides a leaf summary and may display in hunt results).

The finest location to commencement is by Googling the query a leaf ranks for and analyzing the heading tags of the top-ranking pages. Try to emulate (but not copy) them and keep them to between 50 and 60 characters.

Just create certain the heading accurately represents the page’s content. If your heading promises “10 liberated SEO tools” and fractional the catalog requires a paid plan, group may click, but they’ll depart quickly. You’ll see it in GA4 as a elevated CTR paired alongside a low involvement rate, which is a sign the leaf isn’t delivering what the heading promised.

Your meta clarification should provision a concise and exact summary of the leaf that’s about 105 characters.

Both the heading tag and clarification should contain the primary keyword whenever possible.

High impressions paired alongside low clicks increasingly indicate competition from AI Overviews, too — whenever Google’s AI-generated answer already satisfies the query complete the integrated results, equal a well-optimized listing can endure the click. 

For pages anywhere that’s the apt cause, Semrush’s Content Optimizer flags the particular satisfied gaps hurting your visibility in AI Overviews and another AI hunt results, so your satisfied has the finest chance of earning visibility no matter anywhere group search.

How to get additional detailed keyword data

Get additional detailed keyword data by pairing GSC and GA4 alongside additional keyword tools, akin Semrush’s Position Tracking tool.

To inspect keyword rankings in Google Analytics, appearance at the “Average position” pillar in the GA4 Queries report. But if you desire to inspect your keyword rankings complete period fairly than fair glance at current data, GA4 solitary won’t do it. It doesn’t notify you whenever your rankings change, and it doesn’t let you track achievement for a particular collection of keywords.

The Position Tracking tool monitors your rankings, including on AI-powered hunt surfaces akin ChatGPT and Google AI Mode, alongside traditional Google and Bing results.

To set it up, act your domain and click “Set up tracking.” Select your targeting (we’ll choose Google for this example). 

Then, add the keywords you desire to track in this project.

Note that Position Tracking can import keywords immediately from GSC. Just click the “Import from…” button, choose “Google Search Console,” and verify which keywords to add.

When you’re done adding keywords, click “Add keywords to campaign” and afterward “Start Tracking.”

The “Landscape” study shows a concise summary of changes complete your chosen period, alongside alongside data on your general visibility, an evaluation of your site's integrated traffic, and the average stance you position in for your chosen terms.

The “Overview” tab lets you add your competitors’ domains to see how they difference to you.

Scroll downward to the array to see your and your competitors’ particular rankings and how those rankings are changing.

Use this data to proactively modify your SEO scheme to remain competitive.

Further reading: How to Track Keywords: The Ultimate Guide

Centralize your integrated hunt achievement data

Whether you’re operating in-house or at an agency, integrating GSC alongside GA4 volition provision you a clearer overview of your integrated hunt performance. Plus, you’ll preserve period switching between tools.

Take it a stage additional by using Semrush’s Position Tracking tool, so you can immediately place changes.

Get started alongside Position Tracking and many additional SEO tools alongside a liberated trial.

Google's John Mueller explained how to forestall pop-up dialogs on your website from appearing in Google Search using the robots.txt file. He mentioned how to do this if you are using JavaScript for the pop-up.

The inquiry was posted on Reddit asking how to obstacle these lawful pop ups from showing up in Google Search and being indexed by Google. The inquiry was:

Say I have a website websiteA.com - for lawful reasons it has an age verification pop up that sits on a distinct domain and is inserted on the leaf via an API. Lets call it verificationpopup.com

Lets say I wanted to obstacle Google from seeing this - if I added a disallow on verificationpopup.com/robots.txt would that forestall Google from rendering the pop up?

John Mueller replied saying, "That would mostly work." "If you're using a particular JS manuscript document to do this, you could additionally disallow that particular javascript document via robots.txt," he added. He additionally stated that "if you lone have one JS document that does a bunch of things, I wouldn't do that."

Here is his additional detailed reply alongside these two options:

• The embedded site's satisfied is blocked by robots.txt. If you embed satisfied from verificationpopup-com on your location (say via iframe or by calling a manuscript on verificationpopup-com, etc), and verificationpopup-com disallows all crawling, afterward crawlers that prosecute robots.txt (like Googlebot) would not fetch that content, and would not use it in rendering. This is how many ads services work. Googlebot wouldn't crawl these URLs akin a distinct page, but it would try to fetch them during the way of rendering, and if robots.txt blocks it, afterward it doesn't fetch the content, and can't use it. You need to create certain that your pages motionless burden whenever those URLs are not fetched, but for item akin this, that's normally not a problem.
• Your location uses a particular JS document to burden this, and you obstacle that yourself. For example, perchance you use a "load-verification-popup.js" document to do this. If you obstacle that leaf alongside robots.txt on your site, afterward the manuscript won't be loaded during rendering (blocked by robots.txt). In my experience, this is small common, but it's an option. If the robots.txt on verificationpopup-com is not item you can influence, you'd need to do this if you wanted to forestall it from being visible/used during rendering.

There are likely another ways to do this but current is the recommended method from a Google Search representative.

Forum conversation at Reddit.

Sava is construction a contemporary rely company. Trusts clasp trillions of dollars and are among the chief ways prosperity moves between generations. A rely business acts as a trustee for trusts by holding the trust's resources and executing the particular wishes of a family.

Sava is construction a new full-stack, chartered rely company. Not lone the application for banks and lawyers, but additionally the genuine regulated entity.

Belajar Administrasi Server Linux dengan Debian

Administrasi server Linux merupakan keahlian krusial bagi System Administrator, Network Engineer, dan ahli Cybersecurity. Dalam video ini, Anda akan mempelajari dasar-dasar pengelolaan server menggunakan Debian dan VirtualBox, mulai dari instalasi, penggunaan Command Line Interface (CLI), konfigurasi jaringan, hingga membangun lingkungan server yang dapat digunakan untuk praktik dan pembelajaran. Materi ini dirancang untuk membantu Anda memahami metode kerja server Linux melalui praktik langsung dalam lingkungan virtual yang aman. Dengan membangun server sendiri, Anda akan memperoleh fondasi yang kuat dalam pengelolaan sistem, jaringan komputer, dan pengelolaan infrastruktur berbasis Linux yang banyak digunakan di bumi industri. Playlist video terkait: ▪ https://www.youtube.com/playlist?list=PLZGgeqmsm32s ▪ https://www.youtube.com/playlist?list=PLZomBNpDl3vc ▪ https://www.youtube.com/playlist?list=PLE5VyXMZkzb8 PEMBAHASAN MATERI Playlist Materi Ilmu Komputer berisi kumpulan video pembelajaran, tutorial, klarifikasi konsep, studi kasus, demo, dan bahasan komplit seputar beragam sektor dalam ilmu komputer. Materi yang disajikan mencakup alas hingga tingkat lanjut, mulai dari pemrograman, pengelolaan database, jaringan komputer, keamanan siber, mekanisme operasi, pengembangan alat lunak, arsitektur komputer, hingga beragam teknologi yang digunakan dalam bumi komputasi modern. Temukan bahasan mengenai komputer dan pemrograman, algoritma, struktur data, PHP, JavaScript, Python, Laravel, MySQL, PostgreSQL, API, rekayasa alat lunak, database, jaringan komputer, pengelolaan server, cloud computing, virtualisasi, Linux, Windows Server, keamanan jaringan, cyber security, ethical hacking, kriptografi, keamanan aplikasi, DevOps, Internet of Things (IoT), kecerdasan buatan (AI), machine learning, serta beragam konsep, teknologi, dan praktik terbaik di sektor ilmu komputer. Playlist ini cocok bagi pelajar, mahasiswa, programmer, web developer, software engineer, pengelola sistem, ahli IT, maupun siapa saja yang mau mempelajari dan memperdalam wawasan di bumi ilmu komputer secara menyeluruh. CONTACT US ▪ Email support@mycoding.id ▪ WhatsApp https://wa.me/6281274309663 ▪ Telegram https://t.me/mycodingxd OFFICIAL LINKS ▪ Web https://mycoding.id ▪ Blog https://blog.mycoding.id ▪ News https://en.mycoding.id ▪ Apps https://play.google.com/store/apps/dev?id=5237501547073493079 SOCIAL MEDIA ▪ https://linkedin.com/company/mycodingxd ▪ https://facebook.com/mycodingxd ▪ https://instagram.com/mycodingxd ▪ https://tiktok.com/@mycodingxd ▪ https://twitter.com/mycoding_xd ▪ https://pinterest.com/mycoding_xd CHANNEL LINKS ▪ YouTube https://safelink.asia/youtube ▪ DailyMotion https://safelink.asia/dailymotion ▪ WhatsApp https://safelink.asia/whatsapp ▪ Telegram https://safelink.asia/telegram Powered by https://linkedin.com/company/401XDGroup #DataScience #ArtificialIntelligence #CyberSecurity #Networking #Programming #Database

After introducing true liquid cooling to its gaming phones final year, Redmagic is upping the ante in its 12 Pro by construction RGB lights into the transparent cooling loop, too.

And they work! Sort of. The lights do rotate on, and they can be set to glow in set patterns, activate for particular apps, or trigger for notifications and calls. The issue is that akin last year’s 11 Pro, the cooling scheme itself uses fluorescent blue liquid, which the lights have to activity against. Blue or pale lighting fair makes it appearance additional blue, green turns out turquoise, and red or orange lights mostly create colored bubbles swimming in a blue tide.

The liquid-cooling RGBs are joined by a few another lights throughout the phone, alongside a small circle below the chief camera, a flank ray that shines out from inner the chassis, and lean strips on the touch-sensitive high arm buttons. Those don’t have the liquid to activity against, so they radiance in the intended color and frequently appearance fairly distinct from the cooling ring. To complete the inconsistency, there are two strips of apparent liquid cooling without RGB lights in the phone’s top-right corner, about and below the Redmagic logo, so those volition be blue no matter what. Good fortune getting all of this to match.

The liquid cooling itself is improved beyond the lights, alongside output force of 130kPa, 85 percent up on the former generation. It’s formerly again joined by the two a built-in fan and a vapor chamber, which between them have to be adequate to keep the Snapdragon 8 Elite Extreme Gen 6 in check.

It’s joined by 12GB or 16GB of RAM (the 24GB type is apparently a casualty of RAMageddon) and 256GB, 512GB, or 1TB of storage. The 8,400mAh power division should final a day or two, equal during powering those lights and cooling, and the 80W charging is fairly fast. There’s an IP69 ranking for h2o and powder opposition throughout most of the phone, although that may not figure for much since the division about the fan is lone IPX8, alongside no rated powder protection, making for a beautiful ample feeble point. Existing Redmagic users may additionally be disappointed that the 3.5mm headphone jack has disappeared.

The cameras are predictably basic, too: a brace of 50-megapixel rear cameras, one chief and one ultrawide, neither alongside particularly ample sensors. The finest item concerning them is their design: entirely flush alongside the phone’s body, sitting underneath the identical pane panel that stretches throughout the remainder of the rear.

The another standout spec is the 185Hz refresh charge display, although akin most elevated refresh charge displays, it hits the max speed lone during certain compatible games. Redmagic boasts that this is the archetypal 185Hz display to characteristic an under-display selfie camera too, one of those achievements that’s a document by morality of its sheer specificity. The 16-megapixel camera current is extremely difficult to see — it’s much small apparent than the iPhone Duo’s under-display camera — but photo norm is limited. It’s fine adequate for video calls, but selfies appearance rubbish, and it uses assured AI beautification features that as finest as I can inform are unattainable to rotate off, perchance to assistance disguise how mediocre the norm is otherwise.

Redmagic isn’t immune to industrywide pricing pressure, so the 12 Pro starts at $949 — a $200 addition on the 11 Pro, and $100 up on May’s 11S Pro — climbing to $1,199 for the top spec. Every type includes the two liquid cooling and RGB lights at least, which wasn’t true the final period around. Preorders commencement November 12th, alongside shipping from the 18th.

Photography by Dominic Preston / The Verge

Read next

Whether it names yours, and what it says whenever it does, shapes your buyer's awareness before they always sojourn your site. Gemini visibility tracking tells you anywhere you stand.

But Gemini plant alternatively from ChatGPT or Google. Gemini mentions brands far additional frequently than it links to them, so tracking citations solitary misses the complete picture.

In this guide, you'll study what to measure, how to inspect your Gemini visibility manually, and how to measure the identical workflow alongside Semrush's AI Visibility Toolkit. We’ll additionally display you what to do alongside the data to really enhance your visibility.

We’ll use Asana, the project administration software, as a operating example throughout the guide, alongside genuine Gemini answers and Semrush data.

What is Gemini visibility tracking?

Gemini visibility tracking (also called Gemini brand monitoring) is the procedure of measuring how often, how prominently, and how accurately Google's Gemini app mentions and cites your brand in its answers.

Gemini is a distinct AI hunt exterior from Google Search, AI Overviews, and Google AI Mode. All four are Google products, but all one generates distinct answers and cites distinct sources. Ranking fine in one doesn't justify visibility in another, so track all separately.

These are the center metrics for Gemini visibility tracking:

• Brand mentions: How frequently Gemini names your brand in its answers
• Citations: How frequently Gemini links to your website as a source
• AI visibility: An general mark for how apparent your brand is throughout the prompts that matter in your market
• Share of voice: How frequently Gemini mentions your brand compared alongside competitors
• Sentiment: Whether Gemini describes your brand positively, neutrally, or negatively
• Average position: Where your brand appears in Gemini's answers related to another brands it names

Semrush gives you the capability to track all of these Gemini metrics in one location using the AI Visibility Toolkit.

Why mentions matter additional than citations in Gemini

Mentions are the most crucial Gemini metric since Gemini names brands far additional frequently than it links to them.

Semrush's Ghost Citations study established that Gemini mentions brands in 83.7% of their appearances but cites them in lone 21.4%. ChatGPT plant the another way around: it cites brands in 87% of appearances and mentions them in fair 20.7%.

Asana's data in the AI Visibility Toolkit follows the identical pattern:

Source: Semrush AI Visibility Toolkit, Visibility Overview for asana.com, US database, data as of Oct. 28, 2026.

Gemini mentions Asana additional frequently than ChatGPT does, but cites asana.com small than a fourth as often. If Asana tracked Gemini by citations and referral traffic the way many teams track ChatGPT, it would see approximately one-tenth of its genuine Gemini visibility.

Our own tests showed the identical gap. We ran 20 buyer prompts through Gemini, and Asana was mentioned in 14 answers but cited in lone one. In one answer, Gemini listed Asana archetypal for tracking cross-functional projects and called it the "top choice," afterward credited that assertion to a competitor's website.

So, a brand can have powerful Gemini visibility without much referral traffic to display for it, equal as AI hunt grows as a traffic source. 

Referral traffic lone counts buyers who click a origin link. A buyer who sees your brand name in an answer power hunt for you afterward or category in your URL, and that sojourn shows up as tagged or straightforward traffic, not as a Gemini referral. 

If you fairness Gemini by referrals alone, you'll undercount its power on your pipeline and young female the answers anywhere competitors are being recommended alternatively of you.

How to track brand mentions in Gemini manually

To track brand mentions in Gemini manually, build a catalog of prompts your buyers would ask, run all one in Gemini, and log what all answer says concerning your brand.

A manual inspect can be done without tools and gives you a baseline. It additionally shows you what Gemini's answers really appearance akin before you commencement study dashboards.

1. Build a catalog of 20-50 prompts

Start alongside 20-50 questions your customers would realistically category into Gemini. Fewer than 20 won't display a pattern. More than 50 gets difficult to reiterate by hand.

Group the prompts by buyer intent:

For Asana, we wrote five prompts per group. Examples contain "Is Asana fine for small teams?" (branded), "best project administration tool for promotion teams" (bottom funnel), "what tools can automate project assignments for a team?" (feature), and "how do I run a sprint retrospective?" (educational).

If you're not certain what your buyers ask, prompt research can display you the genuine questions group ask AI tools concerning your category.

2. Run all immediate in a caller Gemini chat

Run all immediate in a new conversation so before answers don't power afterward ones. Better yet, run them signed out and in incognito manner to evade your environment influencing the answers.

Keep your setup the identical all period you check: the identical location, the identical document position (signed in or signed out), and the identical Gemini model. Answers can differ between models and between signed-in and signed-out sessions, so changing your setup makes your results harder to compare.

3. Log what all answer says

For all prompt, document these six things in a spreadsheet:

• Mentioned: Whether Gemini names your brand
• Position: Where your brand appears among the brands Gemini names (first, third, or absent)
• Competitors: Which another brands Gemini names
• Your location cited: Whether Gemini links to your website as a source
• Other sources cited: Which third-party sites Gemini links to
• Sentiment and accuracy: Whether the clarification is positive, neutral, or negative, and whether it's correct

Here's part of our Asana log:

Source: Gemini (signed out, US), tested Oct. 2, 2026.

4. Look for patterns throughout the immediate groups

Once your log is complete, difference the results by immediate group. A sole answer doesn't provision you adequate data; patterns throughout 20 answers inform you anywhere to focus.

Here's what Asana's 20 prompts showed:

Three patterns remain out:

• Mentions without citations: Gemini named Asana in 14 of 20 answers but cited asana.com in lone one. Tracking citations solitary would have made Asana appearance nearly invisible.
• One publish shaped the category: Gemini cited The Digital Project Manager in six of the 20 answers, additional than any brand's own website. That's a origin value earning safety from.
• No existence in instructional answers: Gemini answered all five instructional prompts without naming Asana or citing any sources, equal although Asana publishes famous guides on multiple of those topics.

Where manual tracking breaks down

Manual tracking gives you a helpful baseline, but it doesn't scale.

• Small sample: 20-50 prompts is a small piece of what buyers really ask Gemini
• Answers change: The identical immediate can come back a distinct answer all period it’s asked, so one inspect is lone a snapshot. (More on this below.)
• No competitor benchmark: You see which competitors appear in your prompts, but not how their general visibility compares alongside yours
• Time: Every immediate needs a caller conversation and manual logging, all period you check. This can obtain hours all week.

How to track Gemini visibility alongside Semrush

To track Gemini visibility alongside Semrush, display the AI Visibility Toolkit's reports to Gemini, afterward use Prompt Tracking to detect the prompts that matter most to your business.

Gemini is covered throughout the toolkit:

• Visibility Overview, Competitor Research, and Prompt Research contain Gemini alongside ChatGPT, Google AI Overviews, and AI Mode, alongside data updated daily
• Brand Performance reports (including Share of Voice, sentiment, and Narrative Drivers) contain Gemini, alongside data updated weekly
• Prompt Tracking supports Gemini as its own campaign, alongside data updated daily

The data comes from Semrush's database of additional than 317 myriad prompts and responses throughout 117 local databases. That's far additional than you could test by hand. For larger teams that need to track AI visibility throughout multiple brands, regions, and products, there’s Enterprise AIO.

Check your Gemini visibility in Visibility Overview

To inspect your Gemini visibility, open Visibility Overview in the AI Visibility Toolkit, act your domain, and toggle the phase display from "All AI platforms" to "Gemini."

The study shows your AI Visibility score, affirmative your Gemini mentions, citations, and cited pages complete time. For asana.com in the US repository as of Oct. 28, 2026, the Gemini perspective shows:

• AI Visibility: 71/100
• Mentions: 6.3K
• Citations: 553
• Cited pages: 445

Check the gap between mentions and citations first. Asana gets approximately 11 mentions for all citation in Gemini. If your proportion looks similar, fairness your Gemini achievement by mentions, not by referral traffic.

The "Distribution by LLM" diagram in the all-platforms perspective shows how much of your AI visibility comes from Gemini. For Asana, Gemini accounts for 24% of mentions, additional than ChatGPT's 15.4%.

Find topic opportunities

To discover Gemini topic opportunities, open the "Topic Opportunities" tab under Topics & Sources in the Gemini perspective of Visibility Overview.

This tab lists topics anywhere Gemini answers questions in your market and mentions your competitors, but not your brand. Each topic shows how many of your competitors Gemini mentions, the topic's AI volume, and the intent rearward the prompts.

The "Your Performing Topics" tab shows the opposite: topics anywhere Gemini already mentions you. For Asana, Gemini has concerning 4.4K performing topics and 7.1K topic opportunities whenever compared alongside the competitor set below.

The competitor sectors complete the array authority which brands the study compares you with. Semrush suggests competitors automatically. For asana.com, it suggested brands akin Trello, Microsoft, and Atlassian. 

Replace these competitors alongside the brands you really vie alongside so the opportunities indicate your market. For Asana, we used the identical competitors as in the Share of Voice section: Trello, Jira (entered as atlassian.com), monday.com, and ClickUp.

What to do:

• Filter by topic to concentration on your category. Filtering Asana's catalog to "project management" narrows 7.1K topics to 91, including “Software Project Management,” anywhere Gemini mentions all four competitors and not Asana.
• Sort by “Competitors Mentioned” or “AI Volume” so you commencement alongside the topics anywhere you're most plainly missing or that arrive up most often
• Expand a topic (click the arrow to its left) to see the prompts rearward it, and inspect whether you already have satisfied that answers them. If you do, update it so it answers the inquiry directly. If you don't, add the topic to your satisfied plan.
• Monitor your top topics by clicking “Monitor all prompts” so you can track them complete time

Find the sources Gemini cites

To discover the sources Gemini cites, use the "Cited Pages," "Cited Sources," and "Source Opportunities" tabs in the Gemini view.

Citations are the smaller part of Gemini visibility, as the Ghost Citations study showed, but the sources Gemini cites display you anywhere its data concerning your market comes from. Don't halt at asking whether Gemini cites your website. Sort all origin Gemini uses for your topics into four groups:

Gemini’s four most-cited Asana pages are all “best [category] software” roundups, specified as Asana’s guides to the finest strategic preparedness and goal administration software. 

Asana’s high-traffic instructional guides are cited unevenly: the squad construction games guide appears in nine prompts, near to the top roundups, during the period blocking guide, alongside complete 26,000 monthly Google visits, isn’t cited at all.

The Source Opportunities tab lists domains that Gemini cites whenever it mentions your competitors but not you. For all domain, you'll see how many competitors it mentions, how many of its URLs and prompts are involved, and its integrated traffic. 

For Asana, alongside the identical competitor set, Gemini’s perspective lists concerning 7.1K domains (data as of Oct. 28, 2026).

The tab doesn't tag domains by type, so sorting them into the four groups complete is a manual step. Two tips create the catalog additional useful:

• Set your genuine competitors first. With Semrush's suggested competitors for Asana (Trello, Microsoft, Atlassian, and Slack), the top origin opportunities included broad sites akin cornell.edu and britannica.com. With Trello, Jira, monday.com, and ClickUp, the top of the catalog shifts to application and project administration sites akin fibery.com and agilemania.com, affirmative publications akin businessnewsdaily.com.
• Sort by “Competitors Mentioned,” afterward inspect the “Prompts” column. Domains that citation multiple competitors throughout many prompts are your finest outreach, PR, and alliance targets.

Benchmark competitors alongside Share of Voice

To benchmark your Gemini visibility against competitors, open Brand Performance and inspect your Share of Voice alongside the phase display set to "Gemini."

Brand Performance plant from a brand profile. Click "Add brand profile," act your domain, and set your mark market and competitors. The figure of profiles you can create depends on your plan.

Share of Voice shows how frequently Gemini mentions your brand compared alongside the competitors in your profile. A falling portion method competitors are gaining dirt in Gemini's answers, equal if your own citation figure holds steady.

Here's Asana's Share of Voice in Gemini, alongside Trello, Jira, monday.com, and ClickUp as competitors:

Source: Semrush Brand Performance, asana.com profile, Worldwide (English), data as of Oct. 28, 2026.

Gemini mentions Trello additional than twice as frequently as Asana, yet Asana has the highest opinion in the group: Gemini describes it favorably 91% of the time. That points to a visibility gap, not a awareness problem, so Asana's precedence is showing up in additional of the answers Trello wins, not changing how it describes itself.

For a cross-platform view, open “Narrative Drivers.” Its "Share of Voice by Platform" diagram compares your portion on Gemini alongside Google AI Mode, ChatGPT, and Perplexity, and you can toggle it to mentions or average position. For Asana, the portion sits at 8%-9% on all phase during Trello leads at 18%-19%, so the gap isn't particular to Gemini.

Use Competitor Research for a topic-level view. It shows which topics competitors are mentioned for in Gemini and anywhere you're missing. Those gaps rotate into your next satisfied priorities.

Analyze opinion and Narrative Drivers

To analyze the opinion of how Gemini describes your brand, inspect the Perception and Narrative Drivers reports in Brand Performance alongside “Gemini” selected.

Visibility solitary isn't enough. A brand Gemini mentions frequently but describes as "expensive" or "hard to set up" has a distinct issue than a brand it rarely mentions.

• Overall Sentiment on the Brand Performance study shows what portion of Gemini's descriptions of your brand are favorable vs. neutral or negative
• Key Business Drivers shows how frequently Gemini ties all endeavor theme, specified as reliability or disbursal efficiency, to your brand compared alongside competitors
• Insights at the top of the study suggests particular actions according to the latest data and links to the study that supports all one
• Perception breaks opinion downward in additional detail
• Narrative Drivers shows how your brand is represented, including which domains Gemini cites most frequently for your market

Look for repeated associations, specified as "easy to use," "enterprise-focused," or a particular merchandise feature. Then, trace all one rear to the prompts and sources driving it.

For Asana, Gemini’s opinion is 91% favorable and 9% broad (neutral). Key Business Drivers shows anywhere Gemini places Asana against competitors: it leads Trello on strategy-to-execution alignment but trails it on automation and integration efficiency.

Our manual test showed akin results, alongside Gemini often describing Asana as a structured, cross-functional tool.

Narrative Drivers’ “Top Domains by Citations” diagram shows which sites Gemini relies on for your market. For Asana, the most-cited domains in Gemini are Gartner, Teamwork.com, and The Digital Project Manager, followed by Wrike and Slack. asana.com accounts for fair 2% of citations.

Teamwork.com and The Digital Project Manager came up in our manual tests too, which gives Asana a apparent outreach list.

Treat a negative theme as a sourcing issue first. Find the pages Gemini draws the assertion from before you alter your messaging.

Set up a Gemini Prompt Tracking campaign

To track particular prompts in Gemini complete time, set up a Prompt Tracking run and choose “Gemini” as the hunt engine.

Prompt Tracking runs one AI phase per campaign. A ChatGPT run won't track Gemini, so create a dedicated Gemini run equal if you already track ChatGPT.

1. Open Prompt Tracking from the AI Visibility Toolkit menu. It opens in Position Tracking, filtered to AI Search campaigns.
2. Set up a run for your domain, and under "Search engine," choose "Gemini"
3. Choose your location and add your brand names, including the variations and merchandise names Gemini power use for your brand
4. Click "Continue To Prompts" and add the prompts from your manual check
5. Tag all immediate by collection (branded, base funnel, characteristic or use case, and educational) so you can difference results by buyer intent

The Position Tracking project catalog shows all run as its own row, tagged alongside its platform. That makes it uncomplicated to difference a Gemini run alongside a ChatGPT or AI Mode run for the identical domain flank by side.

Prompt Tracking updates daily. The Overview study shows your AI Visibility, mentions, and average position. The Sources study lists all domain and URL Gemini cites for your prompts, and the Tags study breaks results downward by the groups you set up.

SEO and AI hunt adviser Bill Widmer gave his obtain on Gemini visibility tracking:

"Most group inhabit their Gemini run alongside tagged prompts, and the numbers appearance great, since Gemini nearly continually mentions you whenever person asks concerning you by name. The prompts that matter are the ones anywhere the buyer doesn't cognize you yet, akin 'best project administration tool for promotion teams.' Split your prompts by intent so a acquire in tagged answers doesn't conceal a gap in the answers that win new customers."

Compare your Gemini and Google visibility

To difference your Gemini and Google visibility, inspect whether the pages that run your Google traffic are the identical pages Gemini cites.

Pull your top pages by integrated traffic from the Top Pages study in Organic Rankings. Then, difference them alongside the “Cited Pages” tab in the Gemini perspective of Visibility Overview.

For Asana, the overlap is thin:

Sources: Semrush Organic Rankings (Top Pages) and AI Visibility Toolkit (Cited Pages, Gemini), US database, October 2026.

Asana's homepage drives the most Google traffic but is cited in fair one Gemini prompt. The "what is period blocking" guide drives complete 26,000 monthly visits from Google, yet Gemini never cites it. Meanwhile, a roundup alongside a fraction of that traffic is among Gemini's most-cited Asana pages.

Treat a gap akin this as a diagnosis, not a ranking problem. Strong Google rankings alongside feeble Gemini citations can item to format, brand mention, or source-distribution gaps fairly than an on-page SEO issue.

Why your Gemini results change

Your Gemini results alter since Gemini generates all answer fresh, so the identical immediate can name distinct brands, in a distinct order, alongside distinct sources from one run to the next.

Answers change alongside immediate wording, location, and document position (signed in or signed out). They additionally change whenever Google updates Gemini, or whenever new reviews, roundups, and pages alter the sources Gemini draws on. And equal alongside everything alternatively the same, two runs of one immediate rarely create identical answers.

We ran five of our Asana prompts four times complete three days and recorded anywhere Asana appeared among the brands Gemini named:

Source: Gemini (signed out, US), Oct. 2-4, 2026. Runs 1 and 2 were concerning 10 minutes apart.

Asana's stance changed in four of the five prompts. For promotion teams, it went from absent twice to second location a day later.

The sources moved equal more. No immediate kept the identical sources throughout all four runs. Even for the cross-functional prompt, anywhere Asana held archetypal location all time, the Teamwork.com citation rearward that ranking disappeared by the second day. The one changeless was The Digital Project Manager, which Gemini cited in 14 of these 20 answers.

So, treat any sole Gemini answer as an observation, not a measurement. To track your visibility reliably:

• Track a set of prompts, not fair one. Patterns throughout 20 or more tracked prompts are far additional stable than any sole answer.
• Watch trends complete weeks. Prompt Tracking updates regular and Brand Performance updates weekly, so difference week complete week before you react.
• Confirm a alter before acting on it. If your brand drops out of an answer, inspect whether it stays out throughout multiple days before you rework content.

What to do alongside your Gemini visibility data

To act on your Gemini visibility data, equivalent all finding to a particular fix. Most fixes autumn into one of three areas: your content, the sources Gemini trusts, and how your brand is described throughout the web.

Asana's data points to two apparent priorities: 

• Asana’s “best [category] software” roundups are its most-cited pages in Gemini, during its high-traffic guides are cited unevenly, so additional comparison-style satisfied would apt acquire additional citations
• The Digital Project Manager came up in the two of our tests, additional than any brand's own site, which makes it a high-value mark for reviews and coverage

The goal isn't to "rank #1 in Gemini." Answers alter too frequently for any sole stance to last. The goal is brand visibility: being consistently present, accurately represented, and well-sourced throughout the questions that matter to your business.

To see anywhere you remain today, open the AI Visibility Toolkit, act your domain, and toggle the phase display to “Gemini.”

When person asks ChatGPT or Google AI Mode which merchandise to choose, the answer draws heavily on third-party reviews, roundups, and comparisons — the exact satisfied affiliates publish. In Semrush's own affiliate program, approximately one in five partnered articles concerning Semrush is cited in tracked AI answers.

But, it’s not the nexus that earns you the visibility, though. It’s the satisfied about it that helps get you mentioned.

This guide covers why affiliate satisfied shapes AI answers, which types of partner satisfied get cited (based on data from our program), and a five-step workflow for turning affiliate partnerships into AI visibility.

Why affiliate promotion matters for AI visibility

Affiliate promotion matters for AI visibility since AI systems build their answers mostly from third-party content, and affiliates publish a lot of it.

When AirOps analyzed 21,311 brand mentions throughout ChatGPT, Claude, and Perplexity, 85% came from external domains fairly than the brand's own site. Nearly 90% of those third-party mentions came from listicles, comparisons, or reviews.

A ample portion of that satisfied is affiliate content. More than 40% of the 10,000 sources AI systems citation most merge affiliate links or are sponsored, according to Evertune CEO Brian Stempeck.

The overlap makes sense. Affiliates specialize in the types of satisfied group consult whenever they measure products:

• "Best [category]" roundups
• "[Brand] vs. [competitor]" comparisons
• Product reviews
• Alternatives pages
• Tutorials that display how to get a project done alongside a particular product

Buyers now ask AI tools those identical questions in conversational form, akin "What's the finest project administration tool for a small distant team?" or "How do I discover keywords my competitors position for?" AI systems answer by retrieving the pages that already difference the options or stroll through the task.

That doesn't average an affiliate association solitary volition create AI systems additional apt to citation a page. The satisfied does the work: A detailed difference that explains whenever to choose your merchandise gives AI systems helpful context. A coupon code alongside a nexus doesn't.

So, the goal isn't additional affiliate links; it's additional substantive third-party safety of your brand, since that safety is what gets your brand mentioned and recommended in AI answers.

Which affiliate satisfied gets cited in AI answers?

Listicles and comparisons are the affiliate satisfied most frequently cited in AI answers, according to data from Semrush's own affiliate program.

To discover out, we checked 2,850 pieces our partners published concerning Semrush against the AI answers we track alongside Semrush AI visibility monitoring, from September 14 to October 7, 2026. About 22% were cited in at smallest one tracked AI answer. Rates varied by platform: concerning 8% of partner pieces were cited in Google AI Overviews, 7% in Google AI Mode, 2% in Gemini, and 1% in ChatGPT.

We afterward peruse 302 cited web pages and 283 cited videos to see what they have in common. Here’s what we found.

Listicles and comparisons get cited most

Listicles and comparisons get cited by AI far additional frequently than any another affiliate format:

Brands that lone enlist roundup publishers depart a precious format on the table:

"How-to and tutorial satisfied additionally helps addition visibility in LLMs. In our case, four of our 25 top-performing pieces are tutorials." 

Ignacio Miñana Roser, Affiliate Marketing Team Lead at Semrush

Cited pages display your brand next to competitors

Cited affiliate pages normally location your brand next to competitors, and partner satisfied that honestly compares you against alternatives is an asset. About three in four AI-cited web pages that citation Semrush additionally name at smallest one competitor, and 60% name two or more. Among uncited pages, 42% citation a competitor.

That matches how buyers use AI tools. Commercial prompts ask for options, so AI answers diagram on pages that already measure them.

Affiliate links and disclosures don't exclude pages

Affiliate links and disclosures don't keep pages out of AI answers, definition there’s no sacrifice between compliance/ethics and visibility. Among the AI-cited web pages we read, 74% merge affiliate links, and concerning 40% tag those links sponsored or nofollow. Among cited videos, 89% contain an affiliate nexus and 88% contain a disclosure.

Pages that included a disclosure or an affiliate nexus weren't cited small frequently than pages without them. That doesn't average links or disclosures assistance a leaf get cited. They fair don't obstacle it.

So, there's no logic to ask partners to autumn disclosures or skip nexus attributes. Have them prosecute the Federal Trade Commission's disclosure rules and Google's direction on qualifying outbound links, and put the attempt into the satisfied itself.

Not all affiliate is likewise precious for AI visibility

Affiliates differ in how much they really say concerning your product, so several are additional precious than others.

Coupon and cashback sites can run plentifulness of transactions. But a leaf that lists a discount code tells an AI scheme nearly nothing concerning who your merchandise is for or why person should choose it. In our program data, coupon and free-trial pages were the least-cited format (at concerning 10%).

Editorial partners activity differently. Their satisfied explains whenever and why person should choice your brand, which is the environment AI systems depend on to citation and propose it:

That doesn't create coupon partners worthless, though. They motionless near sales. But affiliate commissions are normally tied to an act akin a sale, lead, or trial, not to the satisfied that earned it. So, create your partner mix alongside the two goals in mind, and don't figure coupon partners toward AI visibility.

The affiliate-to-AI-visibility flywheel

The affiliate-to-AI-visibility flywheel is a compounding cycle: partner satisfied earns your brand mentions in AI answers, and that visibility attracts additional partners who create additional content.

The sequence has five stages:

1. You enlist affiliates and creators who publish in-depth satisfied concerning your category
2. They publish roundups, comparisons, reviews, and tutorials that citation your brand
3. AI systems acquire additional autonomous sources to diagram on for prompts in your category
4. Your brand appears as a citation or a advice in additional AI answers
5. That visibility attracts new partners, since products alongside existing petition are easier to promote

Each stage builds on the last. One sponsored assessment power get cited for a fistful of prompts. A network of partners covering distinct use cases, audiences, and comparisons gives AI systems many autonomous sources that depict your brand.

Affiliate satisfied additionally tends to remain current since partners acquire from it by keeping it up to date. That makes it a durable complement to digital PR for AI visibility, which earns safety run by campaign.

Link attributes don't halt the sequence either. In our program data, concerning 40% of cited partner pages tag their affiliate links sponsored or nofollow.

That additionally lowers the bar for earning safety beyond your partner network. Alexandra Tachalova, originator of Digital Olympus and a erstwhile promotion director at Semrush, now builds her off-page activity about brand mentions:

"I now concentration on unlinked brand mentions. Links are harder to provision since editors see a nexus as a precious asset. You're sharing your site's authority. But you can go to an publishing company and say, 'Look, I don't equal need a link, fair a brand mention.' Whenever you ask for a brand mention, everyone is extremely chill. AI tools don't really differentiate whether it's a nexus or fair a brand mention."

How to use affiliate partnerships to build AI visibility

Start from the prompts your buyers ask, discover the sources AI systems citation for them, and afterward enlist and equip partners to acquire safety there.

The five steps below prosecute one operating example: a client association administration (CRM) application brand that wants to display up whenever small revenue teams ask AI tools for recommendations.

1. Choose the prompts that matter to your business

Identify prompts that equivalent how your buyers difference and choice products. Those are the answers that diagram on the roundups, comparisons, and reviews affiliates publish.

For the CRM brand, a starting set power include:

• "Best CRM for small revenue teams"
• "[Your brand] vs. [competitor]"
• "[Competitor] alternatives"
• "How to automate revenue follow-ups in a CRM"

To develop that list, open Prompt Research in Semrush's AI Visibility Toolkit. It surfaces AI hunt topics in your category, alongside alongside their volume, difficulty, and intent.

Then, add your precedence prompts to Prompt Tracking, which monitors your brand's visibility for all immediate daily.

2. Find the sources AI systems already cite

To discover the sources AI systems already depend on, assessment the answers for all tracked immediate and document all domain they cite.

Log all cited domain in a spreadsheet with:

• The prompts that citation it
• The satisfied format (listicle, comparison, review, tutorial, or other)
• Whether it mentions your brand, your competitors, or both
• Whether it's already in your affiliate program

You can use Semrush to do this additional efficiently and at scale. Sources are tagged automatically in Prompt Tracking in the “Sources” tab. 

Next, run Competitor Research in the AI Visibility Toolkit. It shows prompts and topics anywhere competitors get cited and you don't, which adds sources your own tracked prompts may have missed.

Further reading: How Agencies Use Semrush for AI Visibility

3. Recruit partners who publish the category of satisfied AI systems use

Recruit the publishers that AI answers already citation for your prompts first. Work through your origin catalog in this order:

• Cited publishers that citation competitors but not you: These are your biggest gaps, since AI systems already rely their satisfied in your category
• Cited publishers that citation you but aren't partners: A alliance gives them improved data to activity alongside and a logic to keep covering you, and equal position you higher on their list
• Uncited publishers of listicles, comparisons, and tutorials in your category: These formats get cited most often, so they're your pipeline for forthcoming prompts

When you attain out, guide alongside the evidence. Telling a publishing company that their CRM roundup appears in AI answers for "best CRM for small revenue teams" shows you've done the investigation and explains why the alliance matters to you.

Look beyond websites, too. Video creators who publish walkthroughs and comparisons can acquire citations as well.

4. Equip partners without controlling the narrative

Equip partners alongside exact data and hands-on merchandise access, afterward let them form their own conclusions. Specific, first-hand item is what separates a helpful difference from a generic one.

To that end, provision your affiliate partners:

• Current merchandise details, pricing, and scheme limits
• Demo or test accounts so they can test the merchandise themselves
• Original data and benchmarks they can cite
• Access to merchandise experts for questions
• Clear positioning on who your merchandise is finest for and anywhere it isn't the correct fit
• Real client use cases, shared alongside permission

Skip scripted copy, and don't ask partners to depart competitors out. Identical messaging throughout dozens of sites adds small new information, and cited affiliate pages normally difference multiple options anyway.

Instead, advance partners to portion first-hand results and detailed comparisons. The identical principles behind LLM optimization use to their content: apparent headings, particular claims, and straightforward answers apt create passages easier for AI systems to recover and use.

5. Measure AI visibility alongside revenue

Measure AI visibility alongside revenue, since equal partners who lone run a few revenue can power what AI answers say concerning your brand.

For your precedence prompts, track these three metrics:

1. Partner citations: Which partner pages AI answers citation for your tracked prompts
2. Brand citation rate: The portion of tracked business prompts anywhere AI answers citation your brand
3. Brand associations: Which products, features, and use cases AI answers nexus to your brand

Prompt Tracking covers the archetypal two metrics. For associations, use Brand Performance, which analyzes your portion of voice, sentiment, and the key narratives AI answers nexus to your brand.

Then, difference all partner's income alongside its contribution to AI visibility. Partners that run humble revenue but get cited for high-value prompts are strategically valuable, equal if your commission reports undersell them.

For additional on tracking these metrics complete time, see our guides to measuring AI visibility and calculating AI visibility ROI.

Affiliates can unlock greater AI visibility, not fair conversions

Your affiliate program apt already shapes what AI answers say concerning your brand. The difference is whether you oversee it.

Start by picking the prompts that matter to your endeavor and seeing which sources AI systems citation for them. Then, enlist and equip the partners rearward those sources, and measure their effect on visibility, not fair revenue.

Sign up for the AI Visibility Toolkit to reveal and track buyer prompts, discover the affiliates driving AI visibility, and audit your location in AI search.

Read next

Read next

Read next

Read next

The Lead, Employee Effectiveness at Advaiya decides how the business hires, grows, rewards and keeps the consultants and technologists whose activity clients pay for. In a consulting business, group are the product. Every choice on performance, pay or director norm shows up in project delivery, client fulfillment and attrition.

This guide is for Master of Business Administration (MBA) students specialising in Human Resources (HR), HR endeavor partners and group leaders preparing for this interview. It explains the function as genuine day-to-day activity and maps all accomplishment it demands. It additionally walks through a representative discussion procedure and includes 28 custom questions alongside example answers, a four-week scheme and a realistic occupation path.

1. About the Lead, Employee Effectiveness Role

Advaiya is a innovation consulting and services firm, so its group are what clients buy. As Lead, Employee Effectiveness, you form the complete group strategy. That method forecasting endowment needs, environment how achievement is judged and how pay is decided, and keeping all HR custom compliant. These choices decide whether powerful group join, develop and stay.

The function sits in the HR squad but spends most of its period alongside the business. Expect regular operating sessions alongside business leadership, shipment and custom heads, and first-time managers, alongside alongside straightforward conversations alongside employees. If you are additionally exploring another group roles at the company, the Advaiya Consultant, HR and People Lead discussion guide covers a closely connected position.

What Success Looks Like

The function is judged against these outcomes, so example your discussion answers about them.

2. Required Skills and Qualifications

Educational Qualifications

Skills Overview

3. Day-to-Day Responsibilities

A representative week mixes planned scheme work, specified as reviewing attrition data or redesigning the appraisal cycle, alongside unplanned group issues that district on your desk. You power expend Monday alongside guidance on hiring plans, Wednesday coaching a new manager, and Friday decision a statutory filing alongside the payroll team.

4. Key Competencies for Success

Meeting the requirements gets you shortlisted; these traits get you the offer. They indicate how a group chief succeeds in a endeavor built about client delivery, and how Advaiya's named values of ownership, excellence and growth mindset display up in practice.

5. Interview Process at ADVAIYA

For elder group roles at innovation consulting firms akin Advaiya, the procedure normally runs throughout four to six conversations complete two to four weeks. It moves from backdrop and fit towards endeavor problem-solving alongside leaders, and you should anticipate at smallest one circular anywhere you activity through a genuine group problem.

6. Interview Questions

Use STAR (Situation, Task, Action, Result) for behavioural questions, a diagnose, options and advice construction for scenarios, and display your operating on any calculation. Interviewers for a Lead function attention most concerning judgement and measurable impact, so end all answer alongside the outcome and what you would do differently.

Scenario and Situational Questions

Advaiya is a innovation consulting and solutions business built about the Microsoft ecosystem. It helps organisations plan, build and run endeavor applications, haze platforms, collaboration tools and project administration systems. It additionally offers innovation promotion services to application companies. The resolute operates from the United States, near to Microsoft's residence basis in the Pacific Northwest, and delivers much of its activity from a betterment centre in Udaipur, Rajasthan. That two-country example shapes mundane work. Consultants in India activity immediately alongside client stakeholders abroad, translate endeavor problems into Microsoft-based solutions and transport projects from requirements through to adoption. For a candidate, Advaiya offers item ample IT services firms frequently cannot. Roles sit near to the client, shield a broad dispersed of the Microsoft stack and reward group who comprehend the two the innovation and the endeavor issue rearward it. Interviewers lean to investigation that blend directly.

This guide covers anywhere Advaiya came from, how it positions itself today and what it really sells.

1. Company Overview

About ADVAIYA

Advaiya plant as a expert partner fairly than a generalist outsourcer. Most of its engagements centre on Microsoft technologies: Dynamics 365, the Power Platform, Microsoft 365 and SharePoint, Azure, and Microsoft's project and portfolio administration tools.

That concentration makes it a helpful case study for consulting, endeavor inspection and project administration roles. Delivery depends on gathering requirements accurately, configuring products fairly than construction everything from scratch, and assisting client teams really clasp what is delivered. The Advaiya Consulting discussion preparedness guide shows how these themes arrive up throughout the company's hiring rounds. More item on current offerings is on the company's authoritative website.

Company History

Advaiya has kept the identical founder-led, privately held construction throughout its history. The genuine narrative is how its functioning example has changed, not who owns it.

Two shifts are value understanding before an interview. The archetypal is the onshore-offshore divided between Redmond and Udaipur. The second is the move from on-premise Microsoft deployments to haze and low-code platforms. Interviewers frequently ask how you would activity throughout period zones or guide a client through that benevolent of migration.

2. Mission, Vision & Values

Mission

Advaiya presents itself through its assistance positioning fairly than a separately labelled goal statement. That positioning centres on assisting organisations get endeavor value from Microsoft technologies. In an interview, explain your motivation in those terms: you desire to resolve client endeavor problems alongside the correct technology, not fair provision innovation for its own sake.

Vision

Advaiya communicates its direction through the practices it invests in fairly than a ceremonial imagination line. Those practices are cloud, endeavor applications, low-code platforms and data. When asked anywhere you see yourself, nexus your growth plans to these areas. For example, you power aim to rotate into a stronger Power Platform expert or a adviser who can guide a Dynamics 365 rollout end to end.

Before interviewing, peruse how the business describes its own services on its website. Build your examples about those themes: client outcomes, acceptance and operating throughout land and offshore teams.

3. Products and Services

Advaiya's offering is mostly consulting and implementation built on Microsoft's merchandise stack, affirmative a distinct innovation promotion line. This makes it applicable for functional consultants, endeavor analysts, project managers, developers and satisfied specialists.

Business expert and project director candidates volition discover the project and portfolio administration custom particularly relevant. The Advaiya Business Analyst / Project Manager discussion guide covers how that activity is tested in interviews.

• Business applications on Dynamics 365: Advaiya implements and customises Microsoft's ERP and CRM suite. Examples contain environment up revenue pipeline tracking for a provider or configuring backing and operations modules for a manufacturer.
• Power Platform and low-code solutions: Advaiya uses Power Apps, Power Automate and Power BI to substitute manual processes. Typical projects contain an endorsement workflow that replaces emailed spreadsheets or a field-inspection app that feeds a live dashboard.
• Project and portfolio management: Advaiya deploys and configures Microsoft's project administration tools so organisations can track projects, resources and budgets in one place. Examples contain a PMO perspective of all energetic project or capability preparedness for a shared engineering team.
• Modern office and collaboration: Advaiya delivers Microsoft 365, SharePoint and Teams solutions specified as intranets, document administration and squad sites. A representative involvement power be a guideline portal for HR or a controlled document archive for a norm team.
• Azure haze services: Advaiya helps clients migrate and modernise applications on Microsoft Azure. Examples contain moving an on-premise line-of-business use to the haze or environment up a scalable hosting surroundings for a new client-facing tool.
• Data and analytics: Advaiya consolidates data from endeavor systems into reports and dashboards that leaders really use. Examples contain a revenue achievement dashboard combining CRM and backing data or operational reporting for a project portfolio.
• Technology promotion services: Advaiya creates satisfied and revenue enablement matter for application and innovation companies. This covers resolution briefs, demo scripts and partner-facing training resources that explain complex products to buyers.

4. Key Competitors of ADVAIYA

ADVAIYA competes in Microsoft-ecosystem consulting: implementing Dynamics 365, Power Platform, Azure and Microsoft project and portfolio administration (PPM) for clients in the US and India. Deals are rarely won on size. They rotate on degree in a particular Microsoft workload, the disbursal and responsiveness of an onshore-plus-India shipment model, ready-made industry accelerators, and the norm of assistance following go-live.

When an interviewer asks concerning competition, choice one or two rivals and difference them on a genuine dimension: Microsoft workload depth, shipment example or post-go-live support. Then say anywhere ADVAIYA wins and anywhere it must activity harder. "Who is bigger" is not the answer. For additional on how this benevolent of inquiry fits the wider process, see the Advaiya Consulting discussion preparedness guide.

5. Corporate Social Responsibility (CSR)

ADVAIYA is a innovation consulting and services business. Its most dependable social contribution comes from what it already does well: construction digital skills, applying Microsoft haze and data tools to genuine problems, and creating innovation careers exterior India's metro hubs.

The themes below are justified from the nature of the business. They are not confirmed named programmes. Before you citation a particular CSR undertaking in an interview, inspect the latest communication on ADVAIYA's authoritative website or its LinkedIn page.

6. Interview Process & Selection Rounds

ADVAIYA hires for consulting, engineering, data, promotion and group roles, so the rounds flex alongside the function. A fresher on a evidence run normally starts alongside a written test. An informed adviser normally goes direct into profound functional and client-scenario discussions.

Expect four to five stages in total. The specialized or functional circular changes the most from one function to another.

7. Common Interview Questions Across Roles

Any ADVAIYA applicant can visage these questions, any the function. Role-specific specialized questions are covered in the dedicated guides for the ADVAIYA Business Analyst / Project Manager discussion and the ADVAIYA HR & People Lead interview.

8. Required Skills & Tools

ADVAIYA has no sole catalog of required skills. Each occupation path needs a distinct set, and this array maps to the identical routes used in Career Opportunities below.

9. Career Opportunities at ADVAIYA

Careers at ADVAIYA run alongside routes tied to how client activity gets delivered: engineers build on the Microsoft stack, consultants and analysts form the solution, and marketing, norm and group teams keep shipment and growth on track. Each path has its own ladder, and promotion on any of them depends on how much of a client involvement you can own without supervision.

10. Future Outlook and Strategic Plan

The milestones in Section 1 display a resolute that has grown alongside the Microsoft platform. It began as a innovation services partner and became a consulting institution that delivers cloud, data and endeavor use activity from India for clients abroad. ADVAIYA positions itself today as a partner that turns Microsoft innovation into endeavor outcomes, not a reseller of licences. The themes below are what a applicant have to be prepared to discuss.

11. Conclusion

ADVAIYA plant in the crowded site of Microsoft-focused consulting partners. In this market, firms vie small on the innovation itself and additional on the norm of advice, shipment and client trust. Its direction depends on two things: keeping gait alongside Microsoft's shove into data, AI and endeavor applications, and turning project cognition into repeatable solutions.

For person joining, that method rewards for learning fast, explaining innovation in endeavor conditions and owning client outcomes. Before your rounds, brace this overview alongside the ADVAIYA discussion preparedness guide.

Read next

Read next

BREAKING: Revolut moved ~2,000 engineers onto self-hosted GLM for coding and pushed Claude Code and Codex to the elimination list. Per David Abitbol, who leads AI ops there: 56 Nvidia B200s, a blended 30 cents per myriad tokens, approximately a tenth of what they paid Anthropic and OpenAI. Engineering guide period improved 70%. Here's the part that matters: the gains showed up whenever tokens stopped being rationed. Engineers discontinue preservation AI for the difficult tickets and pointed it at everything. Frontier models rotate into the exception, open weights rotate into the default. That's a pricing issue for all lab heading to IPO. h/t @OliverMolander Would you move your squad off frontier APIs if the invoice dropped 90%?

Mefolios – CV Resume & Personal Portfolio HTML Template Free Download. Mefolios is a Sleek, Creative, and Highly Professional HTML Template crafted Specifically for Personal Portfolios, CVs, Resumes, and vCards. Whether the End-user is a UI/UX Designer, Web Developer, Freelancer, Photographer, or Digital Agency Professional, Mefolios offers the Perfect Canvas to Showcase Skills, Experience, and Creative Projects alongside Style.

Main Features

• 2+ Homepage
• Built alongside HTML5 and CSS3
• Wow Animations
• 360+ Icons
• Easy to Customize
• Sticky Header
• Built alongside Bootstrap 5
• Clean Design
• Free Google Fonts
• Retina Ready
• and more

Download Mefolios – CV Resume & Personal Portfolio HTML Template

Free download Mefolios – CV Resume and Personal Portfolio Website Template by zcubethemes on Themeforest 62481570 imaginative freelancer and individual portfolios HTML theme download.

Purplle's color cosmetics do not attain premium attractiveness counters by themselves. Someone has to designate the distributors, convince the shop chains, train the Beauty Advisors and chase the monthly number. The Cluster Manager Trainee learns to do all of this in a collection throughout South or East India, and owns that figure from the second year.

This guide is for final-year Master of Business Administration (MBA) and Post Graduate Diploma in Management (PGDM) students at Tier 1 campuses. It explains the function in plain English and maps all accomplishment and responsibility. It additionally covers a representative discussion process, 28 custom questions alongside detailed answer approaches, and a four-week preparedness plan.

1. About the Cluster Manager Trainee Role

This is a one-year paid traineeship in Purplle's Select endeavor for color cosmetics, definition composition specified as lipsticks, foundations and eyeliners. You study to run a revenue district throughout two channels. General Trade (GT) Premium covers higher-end autonomous stores served through distributors. Modern Trade (MT) Premium covers organised attractiveness and retailing chains.

You study to a Regional Sales Manager (RSM) and guide Sales Officers (SOs), In-Store Representatives (ISRs) and in-store Beauty Advisors (BAs). Most days are spent alongside distributors, retailers and sequence buyers fairly than at a desk. If you are additionally tracking Purplle's another revenue track, see our Purplle Business Leadership Program (Cluster Manager) discussion guide.

2. Required Skills and Qualifications

Educational Qualifications

Skills Overview

3. Day-to-Day Responsibilities

A representative week mixes market visits alongside distributors and Sales Officers, shop checks alongside Beauty Advisors, and meetings alongside sequence buyers. Reports, claims and preparedness for the next week's routes normally inhabit the gaps between visits.

4. Key Competencies for Success

Most Tier 1 candidates can say they are target-driven and fine alongside numbers. The ones who remain out display that they comprehend how composition really sells. They additionally display they can remain accordant in the site for months and can acquire credibility alongside group far additional informed than themselves.

5. Interview Process at Purplle

Campus hiring for revenue trainee programmes at person companies akin Purplle normally runs complete one or two days, in four to five stages. The exact format varies by evidence and batch, so verify the particulars at the pre-placement talk.

Use the stages below as a operating map for your preparation.

6. Interview Questions

Answer behavioral questions using STAR (Situation, Task, Action, Result), and continually end alongside a number. For role-specific and case questions, province your construction first, afterward activity through it aloud, doing any maths on paper.

Sales leaders attention small concerning textbook definitions and additional concerning whether you would create the correct call in a genuine market next month.

7. Topics and Areas of Focus

These are the areas a revenue panel can investigation in depth. Each one connects immediately to activity you would do in your archetypal duration in the cluster.

8. Preparation Plan

Pre-Interview Checklist

9. Career Growth & Next Roles

The archetypal stage is built into the programme. Trainees who encounter the achievement benchmarks at the end of Year 1 are selected as Cluster Managers.

Beyond that, progression in person revenue normally depends on accordant mark delivery, provider and document growth, and the power of the squad you build. The afterward timelines below indicate representative industry patterns fairly than a fixed business schedule.

10. Conclusion

The most crucial item is to demonstrate you are prepared for the field, not fair consenting to obtain it. Purplle's panel volition appearance for candidates who comprehend how a lipstick moves from a distributor's storage to a attractiveness counter. They additionally desire to see that you can do the maths rearward it and say yes to journey and relocation without hesitation.

Visit genuine composition counters before the discussion and bring particular observations into your answers. Then practise the provider ROI, allocation and border calculations until they are effortless, since quick, accurate numbers are the clearest indication of the comfort alongside numbers this function demands.

Top Tips for Interview Success

Related Purplle Interview Guides

• Company-wide preparation: peruse the comprehensive Purplle discussion preparedness guide for a broader perspective of the business and its hiring.