Last refreshed 2026-09-01
Based on 2 AI engines across 1 buyer language.
AI Readiness pillars
How MINIMA 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 MINIMA, a Optical & Instruments supplier in fr. Across recent queries the company scored 11 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. None of the 2 tested AI engines (GPT-4o, Claude Sonnet) returned substantive information about the company, even when queried by name, category, or domain. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 0 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 0 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 | 0 / 4 | not found | n/a | None | None |
| Claude Sonnet | 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
Claim your company profile on LinkedIn
+12 ptsCreate and complete a LinkedIn company page for MINIMA to enhance discoverability. This positively impacts your identity score by making it easier for AI engines to find and recognize your business.
Identity & PresenceMedium effort
- 2
Implement structured data for better visibility
+10 ptsAdd relevant web schema markup to your website to improve how search engines interpret your business information. This will help increase your identity score by ensuring accurate information is accessible to AI systems.
Identity & PresenceHigh effort
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<a href="https://signal.reevol.com/supplier/minima-fr"><img src="https://signal.reevol.com/api/og/badge/minima-fr" alt="MINIMA AI Visibility Score on Reevol Signal" width="320" height="100"></a>Top Optical & Instruments suppliers worldwide
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