Toket GEO Research
Toket’s AI Visibility Research
Toket runs public Generative Engine Optimization (GEO) experiments to see how AI systems understand, describe, and recommend Toket itself — then publish the method and observations. This is not a client report, and it does not replace the product check.
- 6
- AI platforms
- 72
- query samples
- Visibility
- AI brand visibility analysis
How a professional GEO diagnostic works
- Brief & materialsConfirm the brand, products, competitors, and the real problem to solve.
- Test designDesign questions around brand scenarios and choose the AI platforms to test.
- Multi-model testingAsk the same questions across multiple AI systems and keep answers with evidence.
- Human reviewCheck each answer for recognition, recommendation, citation, or brand confusion.
- Report & retestDeliver priorities and recommendations, then retest with the same scope after changes.
What a GEO report helps you answer
- How AI understands your brandWhether it recognizes you, describes you accurately, or confuses you with others.
- Whether AI recommends your brandWhether you appear in recommendations when users do not name you.
- How competitors performWho AI mentions and recommends more often, and where you stand.
- What actions to take nextPrioritized, actionable optimizations — validated later with the same testing scope.
Toket GEO public self-test
Example: how AI “sees” Toket
Real prompts and multi-platform answers showing brand recognition, appearance, and recommendation evidence — not a website-check score.
Example AI visibility result (Toket self-test · 2026-08-08)
- Named-prompt brand response: 34 / 36
- Non-branded appearance: 0 / 36
- Natural recommendation: 0 / 36
- Coverage: 6 platforms × 12 prompts · 72 / 72 samples completed
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AI platform comparison
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Prompt & category performance
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Prompt × platform matrix
A public status summary of 12 prompts × 6 AI platforms so coverage is visible at a glance.
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What this means
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What we did after the findings
- Inconsistent brand wording Unified Toket brand and product positioning Keep a consistent answer across public pages for who Toket is and what it offers.
- Brand relationships hard to confirm Completed official brand facts that can be verified Make relationships among brand, products, and founder easier to confirm.
- Facts diverge across pages Aligned official factual sources Align product, About, Trust, and related public copy.
- Official info hard to find Improved AI and search entry points Make official information easier for AI to find and confirm.
AI Brand Visibility Audit
What you receive in an AI Brand Visibility Audit
This preview shows the kind of report you receive in an AI Brand Visibility Audit. It helps you see how AI models understand, describe, and recommend a brand, with key evidence and initial optimization directions.
- How AI understands the brand
- Brand mention and recommendation analysis
- Key evidence and examples
- Initial optimization suggestions
Sample report
Show more report page previews
More GEO Research
Future public studies will live here. This is structure only — no invented data.
- GEO Benchmark Reports
- Visibility comparisons across brands or time. Coming later.
- Industry Brand Studies
- How industry brands appear in AI answers. Coming later.
- AI Search Trend Analysis
- Observations of AI search and recommendation trends. Coming later.
Want this for your brand?
Start with the free Website AI Readiness Check. To see how AI models understand your brand, request an AI Brand Visibility Audit.