Engine testedGoal-bound study planning
Ask the questions your buyers actually ask, in the markets and languages that matter to you.
What it covers. Study plans bound to a stated goal, with buyer persona, market, language and intent parameters, repeated samples, separate development and held-out question families, and cost estimates.
Cost estimation only. It does not reserve a real budget.
Engine testedBrand presence in imported AI answers
Understand where your brand shows up in AI answers, and where competitors show up instead of you.
What it covers. Mention prevalence, share of observed brand appearances, citation observability and rates, classification of owned, competitor and external sources, competitor-presence gaps, and missing, failed or stale coverage.
A mention is not a recommendation, and absent citation data is not evidence of zero citations.
Engine testedMatched before-and-after comparison
Compare like with like when you want to know whether something changed.
What it covers. Matched observation windows compared on the same question families and conditions.
API experiments and consumer product captures are never mixed. A difference is not proof of causality or uplift.
Engine testedGetCito aggregate snapshot import
Reuse aggregate visibility snapshots you already have without re-collecting them.
What it covers. Import of aggregate snapshots through a scoped API and CLI.
Aggregates are never expanded into fabricated raw answers or citations.
PlannedAuthorised live AI API collection
Collect current answer evidence directly, with the receipt for every call.
What it covers. The first authorised read-only live AI API collector, retaining original receipts and costs.
PlannedPermitted consumer-surface captures
See what real people see, not only what an API returns.
What it covers. Permitted consumer-search captures recording the exact surface, locale and method used.
Kept strictly distinguishable from API outputs.
PlannedLive scoped GetCito connector
Refresh external visibility reporting on a schedule rather than by hand.
What it covers. A live scoped report connector, replacing the current import-only path.
Today only import is implemented.
PlannedMultilingual entity and alias resolution
Get credit for every way your brand is written, in every market you sell in.
What it covers. Entity and alias resolution across languages and scripts, with explicit ambiguity handling.
PlannedCitation and entity relationship graph
See which sources and topics actually carry your brand into answers.
What it covers. Relationships between brands, pages, topics, engines and time built from observed citations.
Frequency in the graph is not causality.
PlannedCitation support verification
Know when an answer cites a page that does not actually support the claim.
What it covers. Checks that cited passages support the claim made, with confidence scoring and explicit abstention.
PlannedBrand-fact consistency review
Catch wrong facts about your business before your customers read them.
What it covers. Comparison of answers against approved brand facts, with factual-error and hallucination review and validity dates.
PlannedCalibrated multilingual sentiment and context
Understand not only whether you appear, but how you are characterised.
What it covers. Calibrated multilingual sentiment, recommendation and exclusion detection, and surrounding context analysis.
PlannedDecay and model-change detection
Tell the difference between your content ageing and the model changing underneath you.
What it covers. Content and visibility decay detection plus model-change detection measured against stable reference samples.