Haynechi Index
Benchmark the prompts, answer sentiment, citation sources, and competitor narratives that shape category recommendations before they settle into default answers.
Sample Index Console
Haynechi makes benchmarks actionable by putting prompts, engines, sources, risks, and owners inside the same workflow.
refresh evidence and schema
add current positioning
pitch corrected source
watch volatility
Research Methodology
This sample methodology surface shows how Haynechi research moves from prompt collection to answer snapshots, citation normalization, human review, and board-ready artifacts while keeping sample rows distinct from published market data.
Buyer-stage clusters, competitor modifiers, region variants
scope lockedChatGPT, Gemini, Claude, Perplexity, Copilot, AI Overviews
capturedOwned, earned, partner, community, retail, and competitor sources
normalizedVisibility, sentiment, missing entities, outdated claims, source drift
scoredSource plan, page brief, PR target, commerce fix, crawler check
assignedbrand presence, rank language, competitor displacement
authority, recency, source type, ownership path
wrong claims, stale positioning, negative framing, omission
clear owner, feasible action, measurable answer change
public UI separates demonstration data from real customer evidence
each finding keeps prompt, answer, engine, region, URL, and capture timestamp
same prompt family can be re-run to compare answer movement over time
human review before reports become customer-facing or board-facing
methodology, prompt set, engines, regions, and sample limitations
snapshots, citations, deltas, sentiment, and capture metadata
pages and publishers most likely to influence future answers
what changed, what is risky, what to fund, and what to ignore
Track answer-engine visibility across priority verticals, product classes, and buying moments.
Measure where competitors dominate citations and where your brand can replace weak sources.
Surface recurring inaccuracies, negative sentiment, missing attributes, and outdated claims.
Report Funnel
The report becomes the entry point into the Pilot Map, action backlog, and recurring answer-operations rhythm.
Market, competitor set, engines, regions, and buyer-stage prompt families.
Answer snapshots, citation sources, sentiment, entity coverage, and narrative risk.
Source opportunities, page fixes, PR targets, agent briefs, and owner assignments.
Executive summary, operating backlog, benchmark appendix, and next-cycle cadence.