32104
US · Oil & Gas · csroil.com
Last refreshed 2026-05-24
Based on 3 AI engines across 1 buyer language.
Dimension breakdown
How AI engines perceive 32104 across the five Signal dimensions.
Weight 30%
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Weight 15%
Weight 15%
What AI says
AI engines have very limited information about 32104, a Oil & Gas supplier in us. 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 3 tested AI engines (GPT-4o mini, Claude Haiku, gemini-2.5-flash) 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 |
|---|---|---|---|---|---|
| Gemini 2.5 Flash | 0 / 1 | not found | n/a | None | None |
| GPT-4o mini | 0 / 1 | not found | n/a | None | None |
| Claude Haiku | 0 / 1 | 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
Create a LinkedIn Company Page
+12 ptsEstablish a LinkedIn Company Page to enhance your visibility on social media and improve discoverability by AI. This will help potential buyers identify and learn about your business more easily.
Identity & PresenceLow effort
- 2
Implement Web Schema Markup
+10 ptsAdd structured data through schema markup on your website to improve how AI engines understand your business and its offerings. This will help ensure accurate indexing and representation in search results.
Identity & PresenceMedium effort
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