Utilities
How to diagnose when a number looks off
quattr-troubleshooter a saved expert workflow your assistant follows, in Claude, ChatGPT or Cursor
First-line diagnosis when something looks wrong: "no data", "numbers don't match GSC/QWA", auth or entitlement confusion, a feed that seems stale, the tracking-gap vs data-lag vs real-change ladder, ending fixed or with a support-ready summary.
Try it
something looks off
Private beta Part of the quattr-ai-search plugin, rolling out org by org. Request access ↗
Say any of these
no data showingthis number looks wrongdoesn't match Search Consolegetting an access errorseems brokendata is missingwhy is this emptyI can't see my segment
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 a real performance drop ("clicks fell", anomaly-investigator), or for first-run tours (quattr-onboarding).
Use it instead of quattr-iq when something looks BROKEN; use quattr-iq instead when you want to understand how a number is defined.
What it runs
describe_data_sourcesget_data_freshnessresolve_entitylist_filter_valuesget_query_historyexplain_analysis
6 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
What it refuses to do
- Never blame the data to avoid saying "real change", and never say "real change" before rungs 1 to 5 are cleared, the ladder runs in order.
- Cross-source level-matching is a known false-alarm generator: reconciliation language is about trends and scoping, not penny-matching [E1 cluster 1].
- When unresolved, the support summary states what was ruled OUT, that is the value handed to support.
What the answer looks like
Why is this empty?
Analysis plan, every step, resolved for you
- Routed to the governed workflow
quattr-troubleshooter - Dates bound explicitly
Jul 29 to Aug 1, 2026 - 3 analyses queued in parallel
get_data_freshness · describe_data_sources · get_query_history - Honesty gates armed
scope echo · freshness
Not broken, and not a tracking gap, you asked for days GSC hasn't loaded yet.
- Diagnosis
- data lag tracking-gap vs data-lag vs real-change ladder, rung 2
- GSC loaded through
- Jul 30 your range ends Aug 1
- Fix
- end the range at Jul 30 or wait for tonight's load
Jul 29 to Aug 1, 2026
⚠ Observationalas of Aug 1, 2026 (GSC lags 1 to 2 days)IllustrativeOpen in Quattr ↗
Still empty after the load? This becomes a support-ready summary, one click.
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.