Utilities
How to ask Quattr what it can do for your setup
quattr-iq a saved expert workflow your assistant follows, in Claude, ChatGPT or Cursor
The Quattr platform brain, load this alongside ANY work that touches Quattr data so every analysis binds the right entities, dates, sources and vocabulary.
Try it
what can Quattr do here
Private beta Part of the quattr-ai-search plugin, rolling out org by org. Request access ↗
Say any of these
how is this measuredcan I trust this numberwhat is market share hereprompts vs keywordswhat is the source of your datawhich data source should I usewhy doesn't this match GSCwhat can Quattr dohow does share of voice work
You never name the skill or a tool, the assistant routes on what you asked. These are the phrasings it recognises for this one.
And when it stays out of the way
Not for current-status checks a single tool answers directly ("is the data fresh right now", "what's connected", "list my dashboards"), for non-Quattr analytics products, or to answer a data question itself, it teaches; sibling skills and tools answer.
Use it instead of quattr-troubleshooter when you want to understand semantics; use quattr-troubleshooter instead when something looks broken.
What it runs
find_relevant_analysisai_visibility_overviewai_visibility_citation_auditai_visibility_trendai_visibility_competitorsai_visibility_drilldownmarket_share_overviewgrowth_vs_market_sharemarket_share_breakdowncompetitive_overviewcompetitive_trendscompetitive_keyword_rankingdescribe_data_sourcesfind_relevant_contentexplain_analysis
15 governed analyses, composed and scoped for you. Named here for transparency, not because you have to ask for them.
The numbers behind it
Metrics it reads, each defined in the reference
AI answer presence scoreAI citation countAI citation rateAI mention countAI mention shareAI share of voiceKeyword-page click coveragePositive AI mentionsPositive sentiment share of AI mentionsPrompt share-of-voice scoreTotal daily share denominatorUnique keywordsYour rank in AI answers
Reports these numbers feed
AI bot activity reportAI Overview and SERP feature reportAI visibility reportCannibalization reportCompetitor search reportContent performance reportKeyword ranking and movement reportMonthly executive search reportSearch market share reportSERP volatility and algorithm update reportWeekly search report
What it refuses to do
- This skill never answers a data question from memory, it routes to a verb or sibling skill.
- Never present an unqualified market-share number, an unlabeled AI-surface metric, or a blended branded/non-branded story: those three rules are the platform's reputation.
- Scores are relative ("who are you trying to beat"): healthy relevance ≈65 to 70, content quality → 100, launch at high-50s/60s, re-optimize on real signals 7 to 30 days post-launch; scores are content-side, interpretation is authority-adjusted.
What the answer looks like
How does share of voice work?
Analysis plan, every step, resolved for you
- Routed to the governed workflow
quattr-iq - Dates bound explicitly
Jul 1 to Jul 31, 2026 - 2 analyses queued in parallel
explain_analysis · describe_data_sources - Honesty gates armed
scope echo · freshness
Two different surfaces answer to 'share of voice', the platform brain keeps them apart.
- SOV (answer engines)
- your citations vs tracked competitors tracked prompts on ChatGPT, Perplexity, Gemini, AI Mode
- Search market share
- a different metric entirely CTR-modeled, of tracked demand
- Never conflated
- AI Overviews ≠ answer engines Google's on-SERP box vs external engines, named in every card
Jul 1 to Jul 31, 2026
⚠ Observationalas of Aug 1, 2026IllustrativeOpen in Quattr ↗
Suggested analyses
ai_visibility_overview
Citation rate, share of voice, mentions and sentiment per answer engine, the scorecard behind the phrase.
date_rangetracker
market_share_overview
The search-side equivalent: CTR-modeled search market share of tracked demand, versus tracked rivals.
date_rangesegment
Same words, different surfaces, every number arrives labeled with its basis.
A simulated conversation on fictional data. Scope, freshness and the ⚠ Observational marker are attached by the same director that renders every demo here, not written by hand.
Want this Skill running on your own accounts? Every Quattr customer works with an AI Search Strategist who sets it up with you.