"What would an AI assistant say about us?"
AI Representation & Recommendation Review
An expert review of how AI assistants understand, describe, and recommend your organization, its products, and its services, with practical recommendations to improve that representation, clarity, authority, and discoverability. This is not an SEO rankings tool; it evaluates how AI systems represent and recommend your business.
What's included
- AI assistant description audit
- Recommendation likelihood assessment
- Competitor comparison & gap analysis
- Trust & authority signal review
- Content & structured-info gap analysis
- Hallucination & inconsistency risk flagging
- Prioritized improvement roadmap
- Reviewer notes & strategic recommendations
- 72-hour turnaround
Best for
Teams who want to shape how AI tools describe and recommend their business.
How the review works
AI prepares the evidence and draft observations. A reviewer validates, prioritizes, and approves every finding. You receive a person's judgment, not an automated report.
AI prepares
- •AI assistant description extraction (how ChatGPT, Gemini & Perplexity describe the business)
- •Business & product understanding audit
- •Recommendation likelihood estimate with reasoning
- •Competitor identification & side-by-side comparison
- •Trust & authority signal scan
- •Website clarity & structured information scan
- •Content coverage gap detection
- •Hallucination, outdated-info & brand-inconsistency risk flagging
- •Draft prioritized improvement roadmap
Your reviewer decides
- •Validate the AI-flagged representation gaps
- •Discard false positives
- •Add professional observations & alternative positioning
- •Apply competitive judgment to recommendation opportunities
- •Refine copy and messaging suggestions
- •Prioritize the improvement roadmap
- •Approve the final report
Expertise matched to this review
AI systems specialists, AI visibility experts and product managers with AI representation expertise.
The exact expertise matched depends on your submission and may include additional specialists where needed.
What to prepare
- •Company website URL
- •Primary competitors (optional)
- •Knowledge base, docs, or marketing materials (optional)
What your report looks like
Every report follows the same clear structure, so you always know what you're paying for and what to do with it.
Executive summary
High-level read on what the reviewer found and where to start.
Prioritized findings
Issues ranked by impact (critical, high, medium, minor), not by count.
Why each finding matters
Context, evidence, and the consequence of leaving it alone.
Recommendations
Specific, plain-language suggestions for each finding.
Action plan
A sequence for what to fix first, and what can wait.
Reviewer sign-off
The report is approved and signed off by a person accountable for it.
Turnaround: 72 hours
Free 15-min call to see if this review is the right fit.
Not sure this is the right review?
Let us figure it outAfter the review
Keep watching after you launch.
Watchers can continue checking your live site for changes and problems after your professional review is complete.
Learn about WatchersCase studies, coming soon
We're assembling a small set of anonymized case studies from reviews that changed a team's direction. In the meantime, you can read a full sample report or see what other teams have said.
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