groviqo

Provider-dependent beta

Understand where your brand appears in AI answers.

See captured AI answers and review the signals that may affect how your brand is discovered. Beta observations depend on provider support and show what was collected. They do not guarantee recommendations, mentions or citations.

Provider-dependent betaAI-search observations are evidence records, not guaranteed rankings or citations. Coverage depends on configured providers and supported surfaces.

Interactive Capability Preview

Illustrative workflow with sample telemetry. Real captures appear on the homepage.

Illustrative evidence structure · provider-dependent beta
OpenAI / ChatGPTNo provider observation loaded

This surface is represented in the evidence model. Live access and scheduled collection are not promised here.

  • Topics, queries and prompts: Unavailable without source evidence
  • Provider, market, language and capture time: Unavailable without source evidence
  • Brand mentions and competitor presence: Unavailable without source evidence
  • Citations, sources and cited pages: Unavailable without source evidence
  • Visibility changes across compatible observations: Unavailable without source evidence
Evidence before conclusions

Provider-observed and official evidence stays separate from synthetic tests, estimates and inference. Missing coverage is not zero. AI referrals require connected analytics evidence; a citation is not proof of a visit.

No recommendation or citation is guaranteed. Groviqo helps review and improve signals that may contribute to discoverability.

OPERATIONAL STANDARDS

How the capability works

Know which surfaces have evidence

The evidence model covers OpenAI / ChatGPT, Gemini, Perplexity, Claude and other supported AI/search engines, including Copilot and Google AI. This is not a promise of live access to every surface: collection depends on configured providers, permissions and reliable returned data. Scheduled collection currently supports configured Gemini and Perplexity paths.

Read each observation in context

Where reliable provider data exists, inspect brand mentions, citations, sources and cited pages alongside topics, queries/prompts and competitor presence. Compare visibility changes only across compatible observations. AI referrals require reliable connected analytics evidence; an answer citation is not proof of a visit, and this page does not claim automatic referral attribution.

  • Keep the query, provider, market, language, capture time and source references with each observation.
  • Separate provider-observed and official evidence from synthetic tests, estimates, inferred signals and model-derived interpretations. Missing coverage is not a zero result.

Improve the signals you can review

Use supported citation-gap analysis and source snapshots to investigate missing content or authority signals. Review recommended changes to clear answers, factual content and entity information before any supported execution. A recommendation explains an opportunity; it does not control what an AI engine will recommend.

TECHNICAL & STRATEGIC FAQ

Frequently asked implementation questions

Can Groviqo guarantee a ChatGPT recommendation?

No. Groviqo cannot guarantee an AI recommendation or citation. It measures supported evidence and helps review changes to discoverability signals; provider behavior and coverage vary.

Want to see what your site is missing?

Connect your domain, inspect the evidence, and use Groviqo to prioritize the next growth moves.

Start at your pace. Connect your data sources, surface high-impact opportunities, and execute improvements with total control.