Last refreshed 2026-06-21
Based on 4 AI engines across 1 buyer language.
AI Readiness pillars
How Comfit performs against the three pillars buyers care about when sourcing via AI.
Weight 40% · Do multiple AI engines recognise you and tell a consistent story
Weight 30% · When buyers ask AI to source in your niche, do you come up
Weight 30% · How AI engines rate you on quality, reliability, pricing
What AI says
AI engines have very limited information about Comfit, a marketing & advertising supplier in us. Across recent queries the company scored 22 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 70 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. One AI engine (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 10 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 20 out of 100 and the AI Recommendation Rate at 0 out of 100. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
AI engine breakdown
One row per AI engine. Aggregates identity, sourcing, trust, and verdict queries.
| AI Engine | Found | Sentiment | Rating | Products mentioned | Certifications |
|---|---|---|---|---|---|
| GPT-4o mini | 0 / 4 | not found | n/a | None | None |
| Claude Haiku | 0 / 4 | not found | n/a | None | None |
| Gemini 2.5 Flash | 1 / 4 | not found | n/a | None | None |
| DeepSeek | 0 / 4 | not found | n/a | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Add structured data markup to your website
+12 ptsImplement schema.org markup for your organization to enhance visibility in search results. This will improve discoverability by AI and increase your found-by-name ratio.
Identity & PresenceMedium effort
- 2
Create a comprehensive LinkedIn company profile
+10 ptsEnsure your LinkedIn profile includes your company details, services, and link to your website. Active and complete profiles improve your visibility to potential buyers and AI.
Identity & PresenceLow effort
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