How to build your first AI SEO agent (full walk-through)

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How to build your first AI SEO agent (full walk-through)

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An AI SEO supplier tin thief you execute important tasks faster and easier than doing them manually. You tin group 1 up pinch comparatively small first effort, and the supplier tin proceed moving agelong into the future.

This guideline will show you really to group up your ain AI SEO agent, measurement by step.

What is an AI SEO agent?

An AI SEO supplier is simply a afloat aliases partially automatic workflow you build into an AI instrumentality to transportation retired a circumstantial process. 

SEO agents don’t request to beryllium afloat autonomous. In fact, you’re apt to get amended and much accordant results if you build quality support into your SEO supplier processes. 

For example, if you usage an SEO supplier to find soul linking opportunities for your website, it's champion to person a quality really instrumentality the soul links. 

Even erstwhile group up decently for tasks related to SEO, AI agents tin still hallucinate and make mistakes that tin beryllium costly depending connected the task.

What tin AI SEO agents really do?

SEO agents tin automate important tasks for illustration keyword research, competitor analysis, and nexus building outreach. Other tasks they tin thief pinch include:

  • Keyword clustering
  • Content decay detection
  • Identifying opportunities to refresh content
  • Technical audits
  • Internal linking astatine scale
  • Performance reporting

You usually request to link outer devices to an AI level to execute these tasks effectively, which you tin do via an API aliases exemplary discourse protocol (MCP) connection. MCP is simply a measurement for AI devices to pass pinch information providers for illustration Semrush. 

All Semrush SEO subscriptions and SEO + AI subscriptions travel pinch 50K MCP API units per month. Connect your AI instrumentality to the Semrush MCP to springiness your supplier entree to information sources for illustration the keyword and backlink databases.

When is an supplier the incorrect tool?

SEO agents are usually the incorrect instrumentality for:

  • One-off tasks: Entering a azygous punctual successful an AI instrumentality is mostly cheaper, easier, and faster
  • Anything that needs editorial judgement aliases marque consequence assessment: The oversight required for these types of tasks intends an supplier becomes little cost-effective to group up and use
  • Workflows that alteration each clip they run: Making changeless changes to the agent’s instructions erodes the worth of mounting 1 up successful the first place 

How to build an AI SEO supplier of your own

Here's really to build an SEO supplier that performs keyword research, creates taxable clusters based connected that research, past generates contented briefs for the topics you want to target. You tin accommodate the steps successful this workflow to immoderate usage lawsuit you request to build an supplier for.

Step 1: Choose 1 intelligibly defined workflow

Choose 1 intelligibly defined, repeatable SEO task for your AI supplier to perform. 

You tin group up AI SEO agents for analyzable tasks, but I don’t urge doing this for your first build. There are simply excessively galore imaginable points of failure, and you're apt to walk much clip trying to hole things than getting results. 

And since API units for the devices that you link costs existent money, a severely scoped supplier tin very quickly walk your fund arsenic you spell done API units. Also the trial-and-error process of mounting up the supplier and testing it tin quickly usage API units.

I urge starting pinch a workflow that has clear inputs, clear outputs, and easy-to-validate occurrence metrics. For this guide, we’re going to build an supplier that clusters keyword ideas and past generates a contented brief. It’ll do this by:

  • Taking a seed keyword arsenic input
  • Checking the seed keyword against existing Google Search Console (GSC) information to spot opportunities to optimize existing pages
  • Performing keyword investigation utilizing the Semrush MCP and grouping the results into chopped taxable clusters
  • Creating a contented little for a user-chosen taxable based connected SERP study and Semrush data

We’ll measurement the occurrence of the SEO supplier by the value of the contented briefs it produces. 

This supplier does person aggregate steps, but they’re each reasonably straightforward. And we get 1 chopped output (a contented brief) each clip we tally it.

Step 2: Document the existing quality process

Document the existing quality process to align the agent’s behaviour pinch really you’d ideally execute the task yourself arsenic an SEO professional. 

Documenting the process should include:

  • Any information sources you use
  • Rules aliases filters that you employ
  • Any exceptions that you would relationship for

You'll move this documented process into the agent's operating instructions successful a later step. 

Below is an illustration documented process for the supplier we'll beryllium creating to thief america execute keyword research, cluster topics, and make a contented brief:

Documented quality SEO process covering keyword research, taxable clustering, GSC checks, filters, and contented little creation

Step 3: Choose your inputs and outputs

Choose clear personification inputs and supplier outputs based connected your documented quality process to thief users to get the astir retired of your supplier and amended the consistency of the agent’s results.

For example, we person 3 stages for our content-brief-creation agent, each pinch its ain inputs and outputs:

  • Stage 1 (one-time setup): The personification inputs their business discourse file, GSC data, and a database of their existing URLs. The agent’s output is simply a CSV pinch clustered queries from GSC to beryllium utilized for each tally of the supplier going forward.
  • Stage 2 (keyword research): The personification inputs their seed keyword aliases topic. The supplier outputs a CSV of topics clustered astir the user’s input keyword. 
  • Stage 3 (content brief): The personification inputs their chosen taxable to target from shape 2’s CSV output. The supplier outputs a contented little for the user’s chosen topic.

You’ll usage each of these inputs successful measurement 5. I urge specifying the record types you’ll beryllium uploading and what you want the supplier to output. For our agent, I’ve specified the contented little should beryllium a docx file, but you could alteration this to beryllium a markdown file, PDF, aliases Google Doc (if you link to your Google Drive).

Step 4: Connect verified information sources

Connect verified information to guarantee your AI SEO supplier is moving from reliable sources of truth — this is simply a must to support the supplier from hallucinating metrics aliases information points. 

Relevant information sources for your AI supplier tin include:

  • The Semrush API aliases MCP
  • Google Search Console
  • Google Analytics
  • Your contented guidance system
  • Any manually created sources of data, for illustration lists of URLs aliases keywords you scheme to target

For our agent, we’re going to link the Semrush MCP to alteration the instrumentality to execute keyword investigation utilizing Semrush’s keyword database. 

This process whitethorn alteration somewhat depending connected the AI instrumentality you’re using. We’ll usage Claude below, but for ChatGPT, you’ll find the relationship successful the “Plugins” area.

ChatGPT Plugins hunt results showing the Semrush plugin for keyword and postulation research

In Claude, you tin link the Semrush MCP to your ain supplier by clicking the positive icon connected immoderate chat window, past click “Connectors” > “Add connector” > “Browse connectors.”

Claude Connectors paper pinch Add connector selected and Browse connectors highlighted

In the hunt barroom that appears, type “Semrush” and click the positive (+) fastener to link Semrush to Claude via the MCP.

Claude connector directory showing Semrush successful hunt results pinch the adhd fastener highlighted

Follow the sign-in workflow to decorativeness connecting Semrush to Claude. 

We're besides going to upload CSVs of our Google Search Console data. While this is simply a manual step, it's reasonably speedy and easy to do. And you only request to do it erstwhile astatine the start, and past monthly to support the information updated. 

If you want an mentation of really to link GSC straight to your agent, publication our article connected turning Claude Code into your SEO analyst

Finally, we're besides going to upload a database of our URLs. This allows the supplier to propose soul linking ideas successful the contented brief.

Step 5: Turn your quality process archive into supplier instructions

Turn your quality process archive from measurement 2 into instructions for your AI SEO supplier by pasting the archive into the AI instrumentality and telling it to do this for you. 

In my experience, devices for illustration Claude and ChatGPT are mostly rather bully astatine taking this benignant of input and turning it into a group of instructions that the AI instrumentality itself tin use. 

Claude converting a documented SEO workflow into system instructions for an AI SEO agent

I urge providing the archive of the quality process on pinch a summary of the inputs and outputs you expect. I besides urge clarifying which devices you want the supplier to usage and when, to trim down connected token and API portion use.

When you upload each of this information, I propose asking the instrumentality if it understands everything and if there’s thing other it needs to execute the workflow.

You won’t get the cleanable supplier pinch 1 prompt, and it will apt require a spot of backmost and distant (you whitethorn want to research pinch different models, too). You tin past edit this output to create a finalized group of instructions for the supplier that you’ll upload arsenic a accomplishment record (a group of custom, reusable instructions) successful the adjacent step.

You tin download this illustration accomplishment doc here if you want to build your ain supplier to make contented briefs.

You tin besides link the supplier to connection aliases task guidance devices for illustration Monday.com aliases Slack, truthful the supplier tin present reports aliases create tasks automatically. But I urge keeping high-impact tasks (like publishing, redirects, aliases codification deployments) down quality approval. 

Step 6: Add your accomplishment to the AI platform

Add your instructions to the AI level arsenic a accomplishment record to build a repeatable, callable workflow straight wrong the level that you tin reference arsenic you request it.

If you’re utilizing Claude, click “Customize” successful the left-hand sidebar.

Claude sidebar pinch the Customize action highlighted for creating aliases managing civilization skills

Then prime “Add” > “Create a skill.”

Claude Skills settings pinch the Add paper unfastened and Create a accomplishment highlighted

Give your accomplishment a sanction utilizing only lowercase letters, numbers, and hyphens. Also adhd a description, adhd your supplier instructions to the free matter box, and click “Create” erstwhile you’re done. 

Claude accomplishment creation shape pinch a content-brief-agent name, description, and elaborate SEO supplier instructions

Step 7: Add applicable files to the skill 

Add applicable files to your accomplishment to amended the value of your AI agent’s output. 

I urge adding a business discourse file, truthful your supplier understands what your business does and who your assemblage is to thief it make outputs that are amended tailored to your situation. Specifically, I urge including accusation about:

  • What you waste (including specifics astir product/service features)
  • Who you waste to (primary and secondary audiences)
  • Who your main competitors are
  • Important pages connected your website (e.g., best-selling products, highest-traffic posts)
  • Any rules aliases filters you want the AI to return into account

For our contented little agent, this business discourse is particularly useful since it tin effect the types of keywords the supplier focuses on. For example, the supplier tin look for aliases prioritize keywords related to our upcoming merchandise launches. 

You tin download a business discourse template record here. I urge adding this nary matter what SEO supplier workflow you scheme to create. 

To adhd your business discourse record successful Claude, click the “+ Add file” fastener wrong the accomplishment editor.

Claude accomplishment editor showing SEO supplier instructions pinch the Add record fastener highlighted

Give the record a sanction and property enter.

Claude accomplishment editor pinch a business-context record added alongside the main SKILL.md instructions

Add aliases paste successful your business discourse successful the free matter area. Then click “Create” to create the skill.

Claude accomplishment creation shape showing a business-context record and the Create fastener highlighted

Step 8: Test and tweak your agentic workflow

Test your AI SEO supplier to robust retired immoderate awesome issues, which you tin do by uploading dummy information sources and monitoring the agent's output. 

For our agent, I uploaded our CSV of Google Search Console information on pinch a database of existing URLs. I past utilized a punctual that called retired the contented little accomplishment and specified a seed keyword for the instrumentality to usage successful the trial (“AI devices for freelancers”).

Claude punctual utilizing the contented little accomplishment pinch attached files and the seed keyword “AI devices for freelancers”

Pay attraction to the reasoning and grounds the AI gives you for the decisions it makes and the outputs it provides successful this testing step. This helps you spot issues and why they’ve occurred. 

You whitethorn want to require the supplier to supply grounds for illustration this erstwhile it's moving the unrecorded workflow arsenic well.

For example, for our contented little agent, I specified that the supplier should supply sources for each the keywords it suggests to see successful the contented brief. 

This way, if astatine the quality reappraisal shape the personification is concerned astir the inclusion of a circumstantial keyword aliases heading suggestion, they tin look astatine the root record to understand why that is being suggested. 

For our workflow, the reasoning whitethorn beryllium that a competitor included a circumstantial heading aliases that Semrush information suggests the keyword has a precocious hunt measurement and is worthy including successful the content.

Claude output listing target keywords and sources utilized to pass sections of an AI devices for freelancers contented brief

I urge moving aggregate tests pinch different inputs. For example, I asked our supplier to tally the process for respective different seed keywords. This way, I could guarantee the output was reliable for different kinds of contented briefs (like listicles, broad guides etc.). 

Here’s an illustration of a trial I ran for this supplier utilizing a GSC export from my ain website, on pinch applicable discourse astir my business, and a database of my site’s URLs:

Claude SEO supplier trial utilizing a GSC queries export to create keyword topics and existing hunt query clusters

The supplier output the taxable cluster CSV arsenic planned:

SEO AI supplier taxable cluster csv array pinch keywords, volume, intent, recommendations, privilege reasoning, and status

I past prompted the supplier to make a contented little for “AI Tools for Freelancers (General Roundup).” Here’s what the output looked like:

AI-generated contented little for champion AI devices for freelancers pinch hunt intent, target keywords, and competitor analysis

Since I uploaded a database of my website’s URLs, the supplier was capable to propose applicable soul linking opportunities successful the brief.

In the “Notes for the writer” section, the supplier included a proposal to see mentions of upcoming products erstwhile they launch. This was only imaginable because I uploaded the business discourse record that contained accusation astir these upcoming products.

AI-generated contented little notes showing FAQ ideas, soul linking opportunities, and guidance for the writer

Step 9: Deploy, monitor, and improve

Once you’ve performed aggregate successful tests of your AI SEO agent, you tin commencement utilizing it correct distant aliases deploy it to your wider team. 

You whitethorn want to grounds yourself going done the process if it requires support from different stakeholders. Or if the supplier is going to beryllium utilized by different group connected your team. This could beryllium a speedy Loom video aliases a Google Doc pinch screenshots showing precisely what you prompted the instrumentality with.

You tin accommodate your AI SEO supplier complete clip based connected your ain interactions and those of your squad arsenic issues popular up. Just navigate to your accomplishment file, click the three-dot menu, and prime “Edit.” Make your changes, past rerun the testing step.

Claude content-brief-agent accomplishment page pinch the paper unfastened and Edit action highlighted

Be mindful of who you stock the supplier with, and really galore group person entree to it. Many group utilizing the supplier pinch a wide scope of models tin quickly walk some Claude tokens and API units wrong Semrush. 

Final takeaway

In the realm of SEO, AI agents tin streamline important tasks and standard your efforts without having to build and support analyzable automations. You tin moreover build aggregate agents arsenic skills you tin telephone arsenic you request them, and they tin beryllium for everything from keyword investigation to backlink outreach.

Connect your supplier to information sources for illustration Semrush to amended their outputs. Try it coming by connecting your favourite AI instrumentality to the Semrush MCP

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