Directional Audit
A practical baseline for one brand and market.
- 15 brand-neutral buyer prompts
- 3 AI systems
- 3 repeat runs per prompt
- 135 provider checks
- Observed score range
- Competitors, citations and PDF/CSV
Use fixed, brand-neutral buyer questions to test OpenAI, Gemini and Claude. Get evidence on mentions, official citations, competitive gaps and the next pages to improve.
Preview the measurement framework with one brand-neutral buyer question. Paid audits execute the complete fixed question set.
Choose the level of repeat evidence required for your use case. Each audit is purchased once and does not renew automatically.
A practical baseline for one brand and market.
Stronger evidence for client delivery and internal decisions.
Add the official domain, category, market and prompt language.
The questions do not contain the target brand name.
The workload is processed in controlled batches with spend limits.
See mentions, citations, competitors, missed questions and prioritized actions.
Review the score, provider results, buyer-question evidence, official citations, competitive gaps and prioritized actions in one view.
80% mentions · 53% official citations
84% mentions · 58% official citations
70% mentions · 45% official citations
| Buyer question | AI system | Result | Official citation | Finding |
|---|---|---|---|---|
| Which smartphone brands offer the strongest privacy and long-term software support? | OpenAI | Mentioned | Cited | Apple is recommended for privacy controls, ecosystem integration and long software support. |
| Which laptop brands are best suited to creative professionals? | Gemini | Mentioned | Cited | MacBook models are included for creative workflows, battery life and software ecosystem. |
| Which smartwatch ecosystem offers the strongest health and app integration? | Claude | Mentioned | Not cited | Apple Watch is recommended, but the official domain is not used as a supporting source. |
| Which smartphones offer the best value below US$800? | OpenAI | Not mentioned | — | Google and Samsung appear more frequently for value-focused recommendations. |
The benchmark does not force your brand into the prompt.
A timeout is shown as unavailable, not converted into fake zero performance.
API benchmarks can differ from consumer apps because of time, location and implementation.