You've spent years building your brand narrative. Your website is dialed. Your PR is working. But when a CMO asks ChatGPT "tell me about [your brand]" — what does it say?
For most brands, the answer is a mix of outdated information, competitor comparisons, and whatever controversy happened to get indexed. You don't control it. You probably don't even know what it says.
"[Your Brand] is a [category] company known for [something you said 3 years ago]. However, [negative signal from Reddit] has raised concerns about [thing you thought was resolved]. Competitors like [Competitor A] and [Competitor B] are frequently recommended as alternatives."
Scored across 4 dimensions — Competitive, Favorability, Completeness, Accuracy — weighted by their empirical impact on buyer behavior. Benchmarked against your top 3 competitors.
Your brand's own positioning vs. the composite AI response across all 7 engines. The gap between what you say and what AI tells your buyers is where revenue is being lost.
Full AI transcripts, revenue impact estimates, and named threat vectors for each active risk signal. Not summaries — the actual receipts from each engine.
Where you rank in AI recommendation share vs. your top competitors, which query patterns you own, and where you're being displaced.
What your AI visibility score looks like in 12 months without intervention — and the cost of inaction in revenue terms.
Ranked by impact and timeline. Specific, executable actions with cost estimates, expected score impact, and ROI projections. Not generic recommendations — operational directives.
We ran the full audit on Oura Ring — a category leader with a 7.2/10 AI Visibility Score and two active risk signals that are quietly eroding their premium trust narrative. Read the full 20-page report.
Read the Oura Ring Audit"Category leader with a credibility moat — but two indexed risk signals are eroding the foundation."
The brands that understand their AI narrative in 2026 will own their category in 2028. The ones that don't will spend years wondering why buyers keep choosing competitors.