Question
Define what you need to understand about the market.
WORKFLOW / RESEARCH COMPETITORS
AI competitor research.
Your own point of view.
A useful competitor brief should help you see what is missing from your explanation, not become a blueprint for duplicating someone else.
THE PROPOSED WORKFLOW
A signal becomes
a controlled change.
Collect
Read approved public pages and preserve source references.
Compare
Separate stated features, evidence, and inferred positioning.
Apply
Use the findings to sharpen your own useful and supportable message.
THE SPECIALISTS
A team for this job.
Availability varies by role. The first release is focused on SEO, Content, and Web.
RESEARCH-05Roadmap
Research Agent
A research specialist that organizes public information into source-linked briefs for the rest of the team.
SourcesComparisonsBriefs
Meet the agent SEO-01First-release focus
SEO Agent
A search-focused specialist that turns site and performance data into a prioritized plan, then coordinates the next change.
Search analysisPrioritizationMeasurement
Meet the agent CONTENT-02First-release focus
Content Agent
A writing specialist for researched drafts, clearer explanations, and focused improvements to existing content.
ResearchDraftingRefreshes
Meet the agent STARTING BOUNDARY
Keep the first step useful.
Keep research bounded and source-linked. Do not infer private performance or copy another company's claims as your own.
START SMALL. BUILD FROM THERE.
A useful first job.
Not a giant transformation.
Tell us what needs doing. We will start with a goal, a boundary, and a way to judge the result.
BEFORE THE FIRST WORKFLOW
Questions worth
asking first.
What should a competitor research brief contain?
The proposed brief records the sources, the relevant observations, gaps in the evidence, and a recommendation for an original next step. It should not present guesses as measured demand.
Will the agent claim it knows a competitor's traffic?
Not without an identified data source and a clear explanation of its limitations. Estimates should remain labeled as estimates.