120 engines.
One evidence base.
Every engine below reads the same immutable archive of answers and reports its own slice of the picture — with the sample size and confidence interval attached, and every number drillable to the raw answer it came from. This list is generated from the live registry: it is exactly what the platform runs.
Plan 12
Decide what to measure and where the opportunity is.
Measured · Modelled
Query Demand Radar
Prioritises queries to win next: opportunity = (1 − presence) × intent × volume.
Measured
Buyer Question Research
Generates and classifies the buyer questions a brand should be measured against.
Measured
Topic Seed Workspace
Prompt discovery canvas: topic fan-out, intent heatmaps, persona stacks, likelihood scoring.
Measured
Industry Packs
Prebuilt prompt sets, personas, and competitor frames for specific industries.
Measured
Profession Flows
Role-based guided journeys: what a PR lead, SEO lead, or founder should run, in order.
Measured · Modelled
Opportunity Scoring
Ranks every prompt-level gap by expected impact and effort — the working backlog.
Modelled
Scenario Planner
What-if modelling: how visibility shifts if specific gaps are closed or citations are lost.
Measured
Account-Based GEO
Generates and measures the questions specific named accounts ask engines about the category.
Measured
Content Gap Matrix
Prompts where nobody is mentioned and answers barely cite — white space the first citable page wins by default.
Measured
Glossary Coverage
Who teaches the category its vocabulary — presence on definitional prompts, and the terms currently defined by someone else.
Modelled
Displacement Planner
Every competitor-held citation ranked by a modelled displacement probability — the attack order for the category.
Modelled
Onboarding Autopilot
From one domain to a measured workspace: seed prompts, competitor slots, and a FactBase draft — placeholders marked, nothing invented.
Measure 26
Quantify presence, share, and sentiment across AI answer engines.
Measured
Answer Metrics
Presence, citation, and sentiment rates with n and Wilson 95% CIs, per engine and overall.
Measured
Narrative Share of Voice
Brand vs competitor share of recommendation across archived answers, with significance testing.
Measured
Answer Time Machine
Immutable answer archive rendered as a timeline: how each engine's answer to a prompt evolved.
Measured
Engine Canary
Adapter health check: verifies each configured engine answers and extracts before a paid sweep.
Measured
Persona Stress Test
Re-asks prompts as distinct buyer personas to expose presence gaps between audiences.
Measured
Defensive Probes
Negative-intent probes: how engines answer attack, comparison, and doubt queries about the brand.
Measured
Cross-Language Drift
Measures how brand presence and claims drift across languages and locales.
Measured
Alert Rules
Custom thresholds on any metric — presence drops, sentiment flips, new entrants — routed to channels.
Measured
Anomaly Detection
Robust z-score detection of abnormal shifts in presence, citations, or sentiment series.
Measured
Query Momentum
Which prompts are gaining or losing brand presence fastest, ranked by momentum.
Measured
Brand Authority Score
Composite authority score from stance, citation ownership, and recommendation strength.
Measured
Brand Visibility Index
Weighted composite of presence, narrative SoV, citation share, and sentiment — one 0–100 index.
Measured
Ad Intrusion Tracking
Detects sponsored placements and shopping units contaminating answers in your category.
Measured
Bot Log Intelligence
Server-log analysis of AI crawler visits: which bots fetch what, how often, and what they skip.
Measured
Hallucination Ledger
FactBase contradiction rate per engine over time, recurring false claims, and whether corrections are landing.
Measured
Answer Position Tracking
Where the brand first appears inside answers — lead, body, or tail — with a position-weighted visibility score.
Measured
Refusal & Hedge Tracker
How often engines decline or hedge on the category's questions — unclaimed territory citable content can win.
Measured · Modelled
Sentiment Drift
Daily sentiment trajectory per engine with dated changepoints, so a narrative turn can be matched to what caused it.
Measured
Prompt Elasticity
Whether small phrasing changes flip presence — near-duplicate prompt clusters ranked by their presence spread.
Measured
Answer Stability
Detects engines serving byte-identical answers for weeks — the refresh windows that decide when content pushes can land.
Measured
Citation Velocity
How fast each owned page accumulates citations once first seen — compounding pages, slow burners, and stalled ones.
Measured
Multi-Turn Persistence
Presence survival across conversation follow-ups — P(still mentioned at turn k | mentioned at turn 0), per engine.
Measured
Regional Visibility
Presence per measured region with significance against the baseline — international gaps as measured fact.
Measured
Multilingual Parity
Presence and sentiment per language z-tested against the baseline locale — where the brand's story lags in translation.
Measured
Share Shift Alerts
Week-over-week share-of-voice shifts, z-tested — only statistically real movement becomes an alert.
Measured
Crawler Access Monitor
Continuous AI-bot access watch: diff robots.txt snapshots per bot, cross-reference stated policy with observed visits.
Investigate 38
Trace why answers say what they say — citations, drift, risk.
Measured
Citation Poaching
Finds citations competitors hold that the brand could win, graded by displacement difficulty.
Measured
Citation Parentage
Traces which source text an answer's claims descend from, exposing unattributed reuse.
Measured
Fair-Use Audit
Audits how engines quote and paraphrase owned content against fair-use expectations.
Measured
Retrieval Fingerprint
Characterises each engine's retrieval behaviour: source mix, freshness bias, citation habits.
Measured
Territory Map
Maps which topics each player owns in AI answers — held, contested, and open territory.
Measured
Citation Cannibalization
Detects owned pages competing against each other for the same citations and queries.
Measured · Modelled
Citation Lifetime
Survival analysis for won citations — how long do citations last before being lost?
Measured
Crawl-to-Citation Latency
Measures the time from content change to first citation by AI engines, per-engine distribution.
Modelled
Decay Forecast
Predicts when existing citations will slip below threshold, enabling proactive intervention.
Measured
Citation Graph
Interactive citation graph: which pages are cited, by which engines, for which queries.
Measured
Retrieval Drift
Continuous monitoring of retrieval drift per query. Alerts when drift exceeds threshold.
Measured
PR War Room
Crisis monitoring for AI narrative threats: negative-narrative time series with intervention markers.
Modelled
PAA Chain Simulator
Simulates people-also-ask follow-up chains and scores answer depth along each path.
Measured
Voice AEO
Context-independence and conversational-continuity checks for voice assistant answers.
Measured
Answer Anatomy
Placement, mention type, citation mode, and synthesis pattern for every archived answer.
Measured
Compliance Risk
Flags answers that misstate regulated claims about the brand, with a remediation queue.
Measured
Citation Risk
Concentration and fragility scoring of the citation portfolio — where visibility is one lost link away.
Measured
Competitor Momentum
Which competitors are accelerating in AI answers, on which topics, and how fast.
Measured
Answer Judge
Scores archived answers for accuracy, completeness, and recency against the brand FactBase.
Measured
Trend Decomposition
Splits visibility series into trend, seasonality, and residual so real shifts stand out.
Modelled
AI Answer Simulator
Simulates the likely answer composition for a prompt from the archived evidence base.
Measured
Competitive Gap
Prompts where competitors are present and the brand is not — the direct displacement backlog.
Measured
Win/Loss Intelligence
On comparison prompts, who wins the recommendation and why — with per-rival records.
Modelled
Visibility Forecast
Momentum-based projection of brand visibility with explicit confidence bands.
Measured
Source Mix
What kinds of sources the engines cite in this category — wikis, forums, news, docs, reviews — and the owned share.
Measured
Answer Freshness
How stale the information engines cite is — the lag between answer dates and the newest year they mention.
Modelled
Entity Disambiguation
Mentions with no corroborating brand anchor — a review queue for same-name confusion, with snippets to adjudicate.
Measured
Citation Integrity
Live-checks the URLs engines cite about the brand — link rot, off-site redirects, and gone pages before the engines notice.
Measured
Citation Magnet
Which content formats actually earn citations in this category — measured demand before a word is written.
Measured
Comparison Coverage
Presence and win rate on 'X vs Y' prompts — the highest-intent queries — plus the matchups with no measured coverage at all.
Measured
Stat Injection
Which of the brand's FactBase numbers the engines repeat verbatim — and whose statistics are shaping the category instead.
Measured
Schema Regression Watchdog
Diffs per-page structured data between two crawl snapshots — every disappeared schema type or completeness drop, quoted with evidence.
Measured
Category Entry Radar
New brands appearing in category answers, with first-seen dating — the earliest competitive signal there is.
Measured
Competitor Content X-Ray
The structural features that earn competitor pages their citations — format, freshness signals, page shape — contrasted with your own cited pages.
Modelled
News Cycle Impact
Did the news move your AI visibility? Dated presence changepoints correlated with news-citation bursts — labelled correlation, never causation.
Measured
Review Site Audit
When engines cite G2/Capterra/Trustpilot-class sources in your category, is your own profile the page they cite?
Modelled
Crisis Simulator
What-if modelling for AI-narrative crises: a negative story spreads, sentiment collapses, a rival surges — priced against your measured baseline.
Measured
Wikipedia Presence
Is the encyclopaedia layer telling your category's story without you? Wikipedia/Wikidata citations in the archive, and whether your own article is among them.
Act 29
Turn findings into citation-ready content and machine-readable facts.
Measured
Hallucination Rebuttal Kit
Turns FactBase contradictions into a correction kit: capsule, ClaimReview JSON-LD, corrections page.
Measured
Capsule Forge
Composes and scores answer capsules — the extractable passages engines lift into answers.
Measured
FAQ Builder
Detects and validates FAQs in content, emitting schema.org markup and accordions.
Measured
Coverage Map
Page-by-query coverage matrix: which owned pages answer which measured questions.
Measured
Semantic Feed
Machine-readable brand fact feed served for engines and agents to consume directly.
Measured
Content Provenance
Provenance manifests for owned content so reuse in answers is attributable and provable.
Measured
Experiment Lab
Before/after experiments: change content, re-measure, and test the delta for significance.
Measured
Citation Studio
Composes citation-ready pages from scored blocks — retrievability, authority, specificity, structure, freshness, transparency.
Measured
Connector SDK
Signed inbound/outbound connector catalog for CMS, analytics, and alerting integrations.
Measured
Outbound Webhooks
Signed event delivery — presence drops, new alerts, digest summaries — to any endpoint.
Measured
MCP Server
Exposes workspace metrics and citations as MCP tools any AI assistant can call.
Measured
Chunk Optimizer
Slices a page the way retrieval systems do and maps measured prompts against each chunk — the deferred M4 capability, live.
Measured
Schema Optimizer
Audits a page's JSON-LD against answer-engine-relevant types and generates skeletons from brand facts — placeholders, never inventions.
Measured
Entity Graph Builder
One canonical machine-readable statement of the brand: schema.org @graph + llms.txt facts block, with a completeness audit.
Measured
Authority Signals
Pre-publish trust audit: named author, dates, references, first-party evidence — each check quotes its evidence.
Measured
llms.txt Studio
Generates llms.txt from brand facts and validates any existing file against the format's conventions — nothing invented.
Modelled
Content Refresh Autopilot
Turns decay forecasts into a prioritized refresh queue — one writer-ready brief per measurably decaying prompt, urgency-ordered.
Measured
Actions Manifest
Generates and validates an AI-actions manifest so assistants can discover what they may do with the brand.
Measured
Agent Readiness
Can an AI agent act on this site? Manifests, llms.txt, form semantics, structured data — with an agents.json draft when the manifest gap is real.
Measured
Counter-Messaging
Competitor claims the engines repeat that your FactBase has no answer for — turned into a prioritised messaging to-do.
Measured
IndexNow Pinger
Push changed URLs to the IndexNow protocol for instant recrawl — validated, sent through the guarded sender, and recorded immutably.
Measured
MCP Publisher
Your brand as a tool in the AI's toolbox: the brand-scoped MCP publication manifest — verified facts, measured metrics, live tool list.
Measured
Product Feed GEO
Validate and generate schema.org Product/Offer feeds for agentic commerce surfaces — facts verbatim, placeholders marked.
Measured
Transaction Path Audit
Could an AI agent complete a purchase on this site? Deterministic journey checks over the pages you provide — no scraping.
Measured
Annotation Layer
"We shipped the fix here" markers on any trend series — immutable, dated annotations overlaid on every chart.
Measured
CDN Bot Rules
Turn an AI-crawler allow/block policy into ready-to-adapt edge config: robots.txt, nginx, Cloudflare Worker, or Fastly VCL.
Measured
Evidence Packager
Bundle FactBase claims with their corroborating measured answers and verifiable receipts — the citable proof pack.
Modelled
Robots Impact Simulator
"Block GPTBot → what do we lose?" Projected visibility impact of a robots policy change, priced from your measured per-engine presence.
Measured
Task Router
Turn any engine recommendation into assigned, tracked work — a status machine with overdue flags, not another dashboard.
Report 15
Package measured evidence for teams, clients, and executives.
Measured
Executive Briefing
One-page executive summary: narrative, top risks, top opportunities, and next actions.
Measured
Sales Enablement
AI-visibility briefs, opportunity radar, and talking points shaped for sales teams.
Measured
Battle Card
Per-competitor battle card from measured win/loss evidence in AI answers.
Measured
Weekly Digest
Scheduled summary of movement — presence, alerts, competitors — delivered by webhook or email.
Measured
White-Label Reports
Agency-branded client reports: your logo, your domain framing, the same measured evidence.
Measured
Storyboard
C-suite report document suite assembled from live workspace evidence, exportable to every format.
Measured
Reports & Exports
CSV/TSV/NDJSON/XLSX exports and the full brand bundle, formula-injection safe.
Measured
Looker Studio Connector
Keyed flat-row feed for Looker Studio dashboards — schema plus scalar rows, revocable keys.
Measured
Portfolio Benchmarks
Every brand in the workspace ranked on identical measured yardsticks — no fabricated industry averages, ever.
Measured
Moat Score
How durable is the visibility you've won? Persistence + fragility + authority composed into one measured 0–100 moat score.
Measured
Board Pack
The quarter in AI visibility for the board: QoQ presence, share of voice, and the moat score — every figure measured, every delta significance-tested.
Measured
Client Portal
Read-only, token-scoped client report links — white-label, revocable, every number carrying its n and CI. The Agency-plan seller.
Measured
Digest Composer
The digest you want: configurable window, sections, and channel atop the same measured aggregates — unknown never reads as zero.
Modelled
ROI Calculator
Visibility → traffic → revenue, modelled honestly: the measured presence term plus your labelled, editable assumptions.
Measured
SLA Monitor
Agency response- and fix-time tracking against alerts — acknowledge/resolve stamps, breach register, target rates with CIs.
Engines are added continuously. The count above is read from the registry at page load, so it is never ahead of what actually ships.