Last refreshed 2026-05-19
Based on 2 AI engines across 1 buyer language.
Dimension breakdown
How AI engines perceive Stef Design across the five Signal dimensions.
Weight 30%
Weight 20%
Weight 20%
Weight 15%
Weight 15%
What AI says
AI engines have very limited information about Stef Design, a Other Services supplier in fr. Across recent queries the company scored 8 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 50 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. None of the 2 tested AI engines (GPT-4o mini, Claude Haiku) 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, and trust queries.
| AI Engine | Found | Sentiment | Languages | Products mentioned | Certifications |
|---|---|---|---|---|---|
| GPT-4o mini | 0 / 2 | not found | en | None | None |
| Claude Haiku | 0 / 1 | not found | en | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Create schema.org markup and register in Google Business Profile
+18 ptsAdd JSON-LD schema markup to your website homepage identifying Stef Design as a LocalBusiness or Organization, and claim your Google Business Profile. This enables AI systems and search engines to reliably find and understand your company existence, location, and service category. Current AI found you 0/3 times by name, indicating fundamental discoverability failure.
Identity & PresenceLow effort
- 2
Establish LinkedIn company page and cross-reference on website
+16 ptsCreate a LinkedIn company page with a complete description of Stef Design's services, and link to it from your website footer and About page. LinkedIn is a primary source AI systems query for company verification and professional credibility. Link back to your website to create bidirectional reference.
Identity & PresenceLow effort
Other Other Services suppliers in FR
ANTARCTIC FOODS AQUITAINE
FR · Signal Score 11 · Dark
ENDO BOUTIK
FR · Signal Score 11 · Dark
Ferm Fabrik
FR · Signal Score 11 · Dark
Terralia Immobilier
FR · Signal Score 11 · Dark
The Twinkle Factory
FR · Signal Score 8 · Dark
Nuxly, François DESMOTTES
FR · Signal Score 8 · Dark
Lenglet Luc
FR · Signal Score 8 · Dark
BOWLING VAUBAN
FR · Signal Score 5 · Dark
Top Other Services suppliers worldwide
Rock François
BE · Signal Score 11 · Dark
GROW MANAGEMENT SRL, GROW MANAGEMENT
BE · Signal Score 11 · Dark
Promatos Matériaux, Alexis Vandevenne
BE · Signal Score 8 · Dark
Glanta
BE · Signal Score 8 · Dark
Blue Ocean Health FZ-LLC
AE · Signal Score 8 · Dark
INNOVACION FOODSERVICE MEXICO
MX · Signal Score 8 · Dark
ANOVA HOMES SL, ANOVA HOMES SL
ES · Signal Score 5 · Dark
MWMV, Thomas Materne
BE · Signal Score 0 · Dark
More indexed suppliers in FR
URBASOLAR
FR · Signal Score 45 · Weak
ARTIS SOLUTIONS
FR · Signal Score 29 · Dark
Sonaide
FR · Signal Score 11 · Dark
Fleurs Aloes, Magda Soudan
FR · Signal Score 8 · Dark
AIC France
FR · Signal Score 8 · Dark
Association Golf Club de Toulouse
FR · Signal Score 5 · Dark
SEMAPHORE
FR · Signal Score 2 · Dark
SAS KIK AUTOMATISME
FR · Signal Score 0 · Dark