How is this different from the SEO content brief generator?

This agent analyzes the live SERP and renders a visual, scored HTML brief you download, the way a dedicated SEO content tool does. The SEO content brief generator returns a writer-ready brief in chat, pulls real keyword volumes, and can export to a Google Doc. Use this one when you want a scored, shareable report, and that one when you want a draft-ready brief with keyword metrics.

What does it analyze?

The top ten ranking pages for your keyword: their content, heading structures, title-tag patterns, the questions they answer, and the terms they share, scored by how many of them use each one. It reads the live results, so the brief reflects what is ranking right now.

Is the brief downloadable?

Yes. The agent renders a single self-contained HTML file and downloads it, so you can open it in any browser, send it to a writer, or save it. There is no dashboard to log into and nothing locked behind a seat.

Do I need to connect any tools or API keys?

No. Web search, web fetch, and the Python code sandbox are all built in and connected automatically when you click Use this agent. There is no Semrush seat or external SEO subscription required.

Does it write the article for me?

No, and that is intentional. It brings the brief: the scored terms, the outline, the competitor gaps, and the questions to answer, so a human writer can draft a high-ranking piece. We would rather not add to the slop on the internet, so the agent stops at the brief.

How many competitors does it analyze?

It pulls the top ten results and analyzes every page that loads, shipping with at least five. If a page is thin or blocked it skips it, notes how many of the ten were analyzed, and continues, so one failed fetch never stops the run.

AI SEO Optimization Agent

Optimize any page with a data-backed SEO brief

Name: AI SEO Optimization Agent
Author: Gumloop

Enter a keyword and the AI SEO optimization agent analyzes the top results, scores the terms to include, and ships a downloadable, writer-ready brief.

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Trusted by leading teams

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Make it yours

Start with a working agent, then shape it to your team

The AI SEO Optimization Agent comes set up with these apps, instructions, and prompts. Change any of them once it's in your workspace.

Instructions it follows

Run immediatelyStart the full pipeline as soon as a keyword arrives. Ask no follow-up questions and default to the US and English unless told otherwise.
Measure, never inventScore terms only from what the scraped pages actually contain, and cite the competitor URLs analyzed. Never fabricate metrics, pricing, or claims.
One report, not a data dumpDeliver the downloadable HTML brief plus a short summary of the key findings. Do not paste the full dataset into the chat.

Try asking

Keyword: best CRM for startups
Build an SEO brief for: how to write a cold email
Keyword: project management software for agencies
Analyze the top results for "email marketing automation" and show the terms I am missing.

Drop the standalone SEO tool

Competitor analysis, scored terms, and a full outline, generated from the live SERP in one chat.

Without Gumloop

With Gumloop

Without vs. With Gumloop

A dedicated SEO content tool is hundreds of dollars a month, on top of every other tool you already pay for.

Get the same competitor analysis and scored terms inside an agent you already work in, with nothing extra to buy.

You open ten ranking pages by hand and still guess which terms and sections Google rewards.

The agent reads the top results and ranks every term by how many competitors use it, so coverage is measured, not guessed.

A keyword and a word count is not a brief, so writers fill the gaps with filler.

Every brief ships a full outline, the competitor headings, and the questions to answer, so the draft targets the SERP from line one.

The brief data is trapped in a dashboard you cannot save, share, or hand off.

The agent renders a clean, self-contained HTML brief you download once and send to any writer.

What is the AI SEO Optimization Agent?

The Gumloop AI SEO optimization agent turns a target keyword into a complete, data-backed content brief. Give it a keyword and it searches the live SERP, reads the top ten ranking pages, scores the terms they share by how many competitors use each one, maps their headings, pulls the questions they answer, and renders a single self-contained HTML brief you can download and hand to a writer.

It gives you the same scored brief a premium SEO content tool would, except it runs inside an agent you already use and needs no separate subscription or API keys. Web search, web fetch, and a code sandbox are built in, so the agent fetches the results, scrapes the content, runs the term analysis, and builds the report end to end. The terms it surfaces are measured from the pages that actually rank, never invented.

This template is a starting point. The agent is fully customizable: set a location and language, point it at specific competitor URLs, or adjust the term tiers and outline as you chat. When the brief is ready, it ships as a downloadable HTML file you can open, share, or save, no dashboard login required.

What you can do with the AI SEO Optimization Agent

Workflows the agent handles out of the box.

Live SERP and competitor scrape

Searches the live SERP and reads the top ten ranking pages, so the brief is built from the results you are actually competing against today.

Terms to include, scored

Ranks every term by how many competitors use it and groups them into must, should, and nice tiers, so coverage is measured against the SERP instead of guessed.

Competitor heading maps

Extracts the full H2 and H3 structure from each ranking page and lays them out side by side, so you see the sections every top result includes.

Questions and format signals

Surfaces the PAA and related questions to answer, plus the structural signals that recur across pages: comparison tables, FAQ blocks, pricing tables, and more.

Suggested outline and HTML brief

Proposes a 10 to 14 heading outline with a rationale for each, then renders the whole brief as a clean, self-contained HTML file you download.

How to use the AI SEO Optimization Agent

Get from landing page to live agent in a few clicks.

1
Click "Use this agent"
A preconfigured agent is created in your Gumloop workspace with web search, web fetch, and a Python code sandbox built in. No integrations or API keys to set up. Takes a few seconds.
2
Enter a keyword
Drop a target keyword in chat, optionally with a location and language. The agent runs the full pipeline immediately, with no follow-up questions.
3
Get the HTML brief
It searches, scrapes, scores the terms, and renders a downloadable HTML brief in under a minute, with a short summary of the key findings in chat.

AI SEO Optimization Agent use cases

Real workflows teams run with this agent.

Briefing a new article that ranks

Hand it a target keyword and get the terms, headings, questions, and outline a writer needs to draft a piece built to beat the current top results.

Optimizing a page you already have

Run the keyword your page targets and compare your coverage against the scored term list to see exactly which terms and sections you are missing.

Running a content gap analysis

Point it at a competitive keyword and read the side by side competitor headings and shared terms to find the angle every ranking page already covers.

Handing a writer a finished brief

Generate the HTML brief, then send the single file to a writer or agency so they draft from a measured spec instead of a keyword and a word count.

Why use Gumloop for the AI SEO Optimization Agent

Preconfigured, nothing to set up

Web search, web fetch, and a code sandbox are built in. No Semrush seat, no API keys, no separate SEO subscription.

Measured, not invented

Every term is scored from the pages that actually rank, and the brief cites the competitor URLs it analyzed. It never fabricates metrics or claims.

A report you keep, not a chat dump

The deliverable is a clean, self-contained HTML brief you download, share, and save, not a wall of text in the conversation.

Customize as you chat

Change the location or language, target specific competitor URLs, or adjust the outline and term tiers, all in the same conversation.