CARTVERIOAI Visibility Audit: ChatGPT, Perplexity & Gemini
Can CARTVERIO audit how a brand appears in ChatGPT, Perplexity and Gemini? CARTVERIO measures Perplexity, Gemini and OpenAI API evidence today. For ChatGPT, we make a strict distinction: OpenAI API results are not presented as identical to the consumer ChatGPT application. When direct consumer-surface evidence is unavailable, that limitation is labelled instead of being converted into a false score.
CARTVERIO combines multi-provider AI visibility measurement with an evidence-first analysis and action layer. The goal is not to create another dashboard full of unexplained numbers. The goal is to show what was observed, who appeared instead, which sources mattered and what to change next.
What a cross-engine visibility audit answers
- Does the brand appear for buyer-intent questions across completed Perplexity, Gemini and OpenAI-based tests?
- Which competitors are mentioned when the target brand is absent?
- Which sources are cited or repeatedly associated with competitor visibility?
- Is the brand directly cited, merely mentioned, or absent?
- Which website, content and authority gaps should be prioritized next?
1. Measure AI visibility
- Structured buyer-intent prompt sets
- Perplexity measurements
- Gemini measurements, with grounding mode disclosed when available
- OpenAI Responses API measurements with web search when used
- Brand mention rate and direct citation rate
- Observable answer position, explicitly labelled as answer mention order rather than search ranking
- Historical measurement batches
2. Competitive intelligence
- Tracked competitors with domains and aliases
- Share of voice across observed entity mentions
- Competitor mention rate and observable answer position
- Provider and evidence-mode breakdowns
- Top cited sources
- Source gaps where competitor-linked answers rely on sources that do not yet support the target brand
- Trend comparison only when measurement sets are comparable
3. Prompt Intelligence
CARTVERIO includes a Prompt Lab for query expansion. A seed buyer question can be expanded into structured prompt suggestions covering discovery, comparison, alternatives, trust, local intent, use cases, pricing and authority. Suggestions can carry persona, country, language, intent and funnel-stage metadata, and are reviewed before they are added to a measurement set.
4. Brand perception & FactCheck
Brands can define verifiable reference facts. CARTVERIO can compare observed AI claims with those facts and label the evidence as supported, contradicted or insufficient. Missing evidence is not treated as a contradiction. The same layer extracts recurring brand attributes and objections from answers that actually mention the target brand.
5. Site Audit
The site-audit layer reviews crawl access and selected GEO/AEO readiness signals such as metadata, canonical signals, language, organization identity, structured data, FAQ depth, comparison coverage, methodology/proof signals and content depth.
Evidence rule: if a website blocks or rate-limits the audit, CARTVERIO records the test as temporarily unavailable and retries it. A blocked crawl is not converted into a false low website score.
6. Content Opportunities & Content Studio
Observed gaps can become prioritized content opportunities. CARTVERIO can generate an evidence-aware content brief containing the target intent, audience, recommended angle, page outline, FAQ guidance, schema suggestions, source requirements, claims that should not be made without proof, internal-link ideas and a measurement plan.
7. AI Agent Traffic
CARTVERIO includes an optional server-log collector for websites that want to measure identifiable AI-agent traffic. After installation, collector events can classify recognized user agents such as GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, PerplexityBot, Meta external agents and other supported crawlers. No collector installed means no agent-traffic data is claimed.
8. Alerts & action system
- Visibility-change alerts
- Direct-citation change alerts
- Top-competitor change alerts
- Fact-contradiction alerts when evidence crosses the configured confidence threshold
- P0, P1 and P2 task prioritization
- Content opportunity lifecycle: open, planned, done or dismissed
9. Agency & integration layer
- Multiple projects
- Agency / white-label profile foundation
- Scoped API keys stored as cryptographic hashes
- Read API for projects, measurement history, latest evidence, site audits, content opportunities and agent traffic
- CSV export of the latest measurement batch
- Optional write scope for approved measurement-trigger workflows
What is connected today?
Current measurement infrastructure is connected to Perplexity, Gemini and the OpenAI API. CARTVERIO does not present OpenAI API output as identical to the consumer ChatGPT application. Other consumer AI surfaces, including platforms that require separate capture methods or credentials, are not described as connected until they are actually integrated.
Evidence before certainty
AI answers vary by model, prompt, time, market and retrieval mode. CARTVERIO therefore records the measurement context and avoids turning unavailable evidence into a zero. No AI visibility platform can guarantee future mentions, rankings, traffic or sales.
Read the methodology · See our public baseline · API & integrations · View pricing