Positioning extract
Structured observations from answers — strengths, weaknesses, comparisons cited.
ChatGPT · Gemini · Perplexity
best tool for a 10-person team that needs to ship this quarter
For a fast-moving team, these are the options most people start with:
sourced · review sites · docs · comparison posts
✕ not on the list · your brand
Brand intel
Beyond yes/no mentions: read how engines characterize your product, pricing, strengths, and weaknesses.
Open the cut →Why it matters
Outcomes
Platform
Structured observations from answers — strengths, weaknesses, comparisons cited.
See which competitors engines pair with you and how they are described.
Weekly reruns surface when descriptions shift on key prompts.
Evidence first
Stored engine answers before scores. No fabricated query volumes. Published methodology.