AI Search Visibility Audit
Definition. An AI search visibility audit measures how AI systems describe, omit, or cite a brand for buyer questions. Clarivy scopes audits across production model endpoints and attaches raw response evidence, stable IDs, and deterministic GEO scores to the findings.
Terminology note. "AI search visibility" is used here as a search-intent explainer. Clarivy's company positioning is AI Decision Visibility.
Key takeaways
- Enterprise Monitor is scoped after review as a recurring monthly or weekly program; Professional Audit is quoted after review; Snapshot remains a lightweight baseline with contact-based access.
- The deliverable is evidence-first and agent-ready: human report, AI-readable Markdown brief, raw-data index, stable IDs, and deterministic GEO scores.
- The Agent Bundle Manifest and agent integration contract help Claude Code, Codex, OpenCode, WorkBuddy, Hermes, Pi, and Chinese agent workflows consume the audit without inventing context.
- Repeat customers can use sanitized repeat-audit memory for future Clarivy runs; it excludes contact details, billing data, raw responses, and raw JSON.
- The audit measures controlled API-surface responses; it is not a 1:1 replay of a signed-in product UI.
- Pricing is quoted after scope review; approved Enterprise Monitor scopes can use invoice and bank transfer.
What you get
| Item | Audit fact | Why it matters |
|---|---|---|
| Queries | Scoped buyer questions agreed before kickoff | Tests the exact brand, category, market, or competitor questions you care about. |
| Endpoints | 8 production model endpoints | All measured through vendor-hosted APIs, with public-weight availability disclosed only where it applies to specific model families or checkpoints. |
| Datapoints | Confirmed in the quote or baseline scope | Provides a bounded, reviewable evidence set. |
| Files | Human report + AI-readable Markdown brief + raw-data index | Gives leadership, AI agents, and auditors different ways to consume the same run. |
| Scores | AI Citation Readiness + Source Trust Baseline | Gives a bounded GEO score pair derived from observed LLM responses and citation fields. |
| Repeat continuity | Sanitized same-customer memory for future Clarivy audits | Helps future reports compare against prior runs without storing contact details or raw responses in memory. |
| Delivery | Confirmed in the quote | Aligns the audit window with the scope and procurement path. |
| Commercial path | Contact us for quote | Enterprise scopes can be invoiced and paid by bank transfer. |
Who this is for
- Founders and growth leads who need to know whether AI systems can identify their brand.
- PR and content teams checking whether buyer questions surface competitors instead of their own brand.
- SEO teams adding AI-answer visibility to an existing search program.
Who this is not for
- Teams that need a self-serve dashboard-only product. Enterprise Monitor is a managed scope-reviewed service, not a public self-serve dashboard checkout.
- Teams that need every possible AI product surface. Snapshot uses the 8 production endpoints listed in the methodology.
- Teams looking for a forecast. The report is a point-in-time measurement, not a ranking prediction.
Clarivy Enterprise Monitor vs dashboard software
| Question | Clarivy audit | Monitoring software |
|---|---|---|
| Buying model | Scope review, quote, prepaid recurring program or subscription where approved | Usually monthly subscription |
| Best use | Managed enterprise evidence, monthly reports, weekly pulse checks, AI-agent handoff | Dashboard trend tracking after a program exists |
| Output | Human report, AI-readable brief, raw-data index, agent action backlog, verification plan, stable IDs | Dashboard metrics and alerts |
| Scope control | Prompt set, markets, languages, competitors, and cadence confirmed in the quote | Prompt inventory configured inside the platform |
How the audit runs
- You specify the brand URL, market, language needs, and buyer questions you want audited.
- Clarivy runs those questions across Doubao, Kimi, DeepSeek, Qwen, ChatGPT, Grok, Claude, and Gemini.
- The raw responses are indexed and linked from the raw-data index.
- The human report summarizes coverage, omissions, citation sources, and practical actions.
FAQ
What is an AI search visibility audit?
An AI search visibility audit measures how AI systems describe, omit, or cite a brand for buyer questions. Clarivy scopes audits across production model endpoints and attaches raw response evidence to the findings.
What does Clarivy include?
Scoped audits include production model endpoint runs, deterministic GEO scores, a human report, an AI-readable Markdown brief, and a raw-data index. Repeat customers can use sanitized repeat-audit memory for future Clarivy runs.
Is Clarivy a monitoring subscription?
No Clarivy scope creates a subscription by default. Enterprise Monitor can be prepaid or subscription-based only after the quote or order form confirms cadence, payment structure, and cancellation terms.
Can I inspect a sample first?
Yes. The public sample AI visibility audit report shows the 3-file delivery with mock data and no real customer information.