AI Visibility Ranking
Top 10 Most AI-Visible Science & Technology Suppliers
How ChatGPT, Claude, Perplexity, Gemini and DeepSeek rate Science & Technology suppliers. Updated May 26, 2026.
This ranking covers the 10 most AI-visible Science & Technology suppliers we have audited, drawn from a pool of 11 companies in the category with a complete audit on file. Each supplier was put in front of five AI engines, ChatGPT, Claude, Perplexity, Gemini and DeepSeek, and asked the kind of questions a real buyer asks: who is this company, what do they make, can they be trusted, and would you recommend them. The Signal Score on this page is the smoothed average of those answers, from 0 to 100. Across this top 10, the average score is 25 out of 100, and the spread is telling: 2 land at Weak Signal and 8 are still Dark Signal.
What makes Science & Technology interesting is not whether these are good suppliers, but how differently the AI models see them. Claude recognized the most companies in this set, while Gemini recognized the fewest. . Notably, no supplier in this set was recognized by all five engines, which is the clearest measure of true cross-AI visibility: a supplier that only one or two models know is invisible to buyers using the others.
Use this list as a starting filter at the top of your sourcing funnel for Science & Technology, not as a verdict on quality or commercial fit. A supplier high on this list is easy for an AI procurement assistant to find and describe accurately, which shortens your research and lowers the chance an agent quietly skips them. A supplier low on the list, or absent from it, may still be an excellent partner that simply has not made itself legible to AI yet. The per-supplier notes below explain what each engine did and did not know, so you can judge the gap yourself.
The ranking at a glance
Overall Signal Score plus each engine's overall verdict rating (1 to 10). Where an engine recognized the supplier but did not return a rating, the cell shows "knows"; where it did not recognize them at all, it shows "not found".
| # | Supplier | Signal Score | ChatGPT | Claude | Perplexity | Gemini | DeepSeek |
|---|---|---|---|---|---|---|---|
| 1 | embotech AGbe | 52 / 100Weak | knows | knows | not found | not found | not found |
| 2 | PRIMACYT Cell Culture Technology GmbHde | 40 / 100Weak | knows | not found | not found | not found | not found |
| 3 | KENNETH ABRAHAM MOTA CORNEJOmx | 30 / 100Dark | not found | knows | knows | not found | not found |
| 4 | ADRIANA DOLORES GARCIA ROMEROmx | 28 / 100Dark | not found | knows | knows | not found | not found |
| 5 | GLOBAL BESTLOGISTICS SYSTEMSmx | 26 / 100Dark | not found | not found | knows | not found | not found |
| 6 | Transport Demetsbe | 23 / 100Dark | not found | knows | knows | not found | not found |
| 7 | EL PAPALOTE INTERNATIONAL FRANCHISINGmx | 19 / 100Dark | not found | knows | knows | not found | not found |
| 8 | Esn trading ltdamx | 15 / 100Dark | not found | not found | knows | not found | not found |
| 9 | COMERCIALIZADORA E INDUSTRIALIZADORA AGROPECUARIAmx | 11 / 100Dark | not found | knows | not found | not found | not found |
| 10 | R.C. DIGITALmx | 8 / 100Dark | not found | not found | not found | not found | not found |
Supplier by supplier: what each AI model knows
1. embotech AG 52 / 100 · Weak Signal
embotech AG scores 52 out of 100, a Weak Signal, and ranks #1 in BE. ChatGPT and Claude recognized the company; Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have a partial picture of embotech AG, a Science & Technology supplier in be. Across recent queries the company scored 52 out of 100 (Weak Signal), with the strongest dimension being Identity and Presence at 80 and the weakest AI Recommendation Rate at 20. 2 AI engines returned substantive information about the company. Products surfaced by AI include optimization-based software and algorithms, forces pro solver platform, embedded optimization solvers. The biggest opportunity for improvement is in AI Recommendation Rate; concrete actions are listed in the recommendations section.
2. PRIMACYT Cell Culture Technology GmbH 40 / 100 · Weak Signal
PRIMACYT Cell Culture Technology GmbH scores 40 out of 100, a Weak Signal, and ranks #2 in DE. ChatGPT recognized the company; Claude, Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have a partial picture of PRIMACYT Cell Culture Technology GmbH, a Science & Technology supplier in de. Across recent queries the company scored 40 out of 100 (Weak Signal), with the strongest dimension being AI Recommendation Rate at 50 out of 100 and the weakest Buyer Trust at 20 out of 100. One AI engine (out of 2 tested: GPT-4o mini, Claude Haiku) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include cell culture media, reagents, equipment. 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 50 out of 100. The biggest opportunity for improvement is the Buyer Trust dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
See the full audit for PRIMACYT Cell Culture Technology GmbH
3. KENNETH ABRAHAM MOTA CORNEJO 30 / 100 · Dark Signal
KENNETH ABRAHAM MOTA CORNEJO scores 30 out of 100, a Dark Signal, and ranks #3 in MX. Claude and Perplexity recognized the company; ChatGPT, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have a partial picture of KENNETH ABRAHAM MOTA CORNEJO, a Science & Technology supplier in mx. Across recent queries the company scored 49 out of 100 (Weak Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Buyer Trust at 0 out of 100. 2 AI engines (out of 5 tested: GPT-4o mini, Claude Haiku, Perplexity Sonar, gemini-2.5-flash) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include footwear, western clothing, accessories. 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 50 out of 100. The biggest opportunity for improvement is the Buyer Trust dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
4. ADRIANA DOLORES GARCIA ROMERO 28 / 100 · Dark Signal
ADRIANA DOLORES GARCIA ROMERO scores 28 out of 100, a Dark Signal, and ranks #4 in MX. Claude and Perplexity recognized the company; ChatGPT, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have a partial picture of ADRIANA DOLORES GARCIA ROMERO, a Science & Technology supplier in mx. Across recent queries the company scored 41 out of 100 (Weak Signal), with the strongest dimension being Identity and Presence at 80 out of 100 and the weakest Buyer Trust at 18 out of 100. 2 AI engines (out of 5 tested: GPT-4o, Claude Sonnet, Perplexity Sonar, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include erp, business software, it services. Certifications and trust indicators referenced by AI: odoo official partner to silver level, authorized distributor of bitam bi. The biggest opportunity for improvement is the Buyer Trust dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
5. GLOBAL BESTLOGISTICS SYSTEMS 26 / 100 · Dark Signal
GLOBAL BESTLOGISTICS SYSTEMS scores 26 out of 100, a Dark Signal, and ranks #5 in MX. Perplexity recognized the company; ChatGPT, Claude, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have a partial picture of GLOBAL BESTLOGISTICS SYSTEMS, a Science & Technology supplier in mx. Across recent queries the company scored 52 out of 100 (Weak Signal), with the strongest dimension being Identity and Presence at 80 out of 100 and the weakest Buyer Trust at 25 out of 100. One AI engine (out of 5 tested: GPT-4o mini, Claude Haiku, Perplexity Sonar, gemini-2.5-flash) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include software solutions, logistics management systems, custom applications. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 25 out of 100 and the AI Recommendation Rate at 30 out of 100. The biggest opportunity for improvement is the Buyer Trust dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
6. Transport Demets 23 / 100 · Dark Signal
Transport Demets scores 23 out of 100, a Dark Signal, and ranks #6 in BE. Claude and Perplexity recognized the company; ChatGPT, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines recognize Transport Demets, a Science & Technology supplier in be. Across recent queries the company scored 63 out of 100 (Moderate Signal), with the strongest dimension being Identity and Presence at 80 out of 100 and the weakest Buyer Trust at 30 out of 100. 2 AI engines (out of 4 tested: GPT-4o, Claude Sonnet, Perplexity Sonar, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include science & technology, transportation/logistics, road transport. Certifications and trust indicators referenced by AI: certified v19, certified v18, certified v17. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.
7. EL PAPALOTE INTERNATIONAL FRANCHISING 19 / 100 · Dark Signal
EL PAPALOTE INTERNATIONAL FRANCHISING scores 19 out of 100, a Dark Signal, and ranks #7 in MX. Claude and Perplexity recognized the company; ChatGPT, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have very limited information about EL PAPALOTE INTERNATIONAL FRANCHISING, a Science & Technology supplier in mx. Across recent queries the company scored 36 out of 100 (Dark Signal), with the strongest dimension being Identity and Presence at 80 out of 100 and the weakest Product Clarity at 15 out of 100. 2 AI engines (out of 4 tested: GPT-4o, Claude Sonnet, Perplexity Sonar, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include franchising. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 25 out of 100 and the AI Recommendation Rate at 20 out of 100. The biggest opportunity for improvement is the Product Clarity dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
See the full audit for EL PAPALOTE INTERNATIONAL FRANCHISING
8. Esn trading ltda 15 / 100 · Dark Signal
Esn trading ltda scores 15 out of 100, a Dark Signal, and ranks #8 in MX. Perplexity recognized the company; ChatGPT, Claude, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have very limited information about Esn trading ltda, a Science & Technology supplier in mx. Across recent queries the company scored 20 out of 100 (Dark Signal), with the strongest dimension being Identity and Presence at 50 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. One AI engine (out of 5 tested: GPT-4o mini, Claude Haiku, Perplexity Sonar, gemini-2.5-flash) 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 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.
9. COMERCIALIZADORA E INDUSTRIALIZADORA AGROPECUARIA 11 / 100 · Dark Signal
COMERCIALIZADORA E INDUSTRIALIZADORA AGROPECUARIA scores 11 out of 100, a Dark Signal, and ranks #9 in MX. Claude recognized the company; ChatGPT, Perplexity, Gemini and DeepSeek did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.
AI engines have very limited information about COMERCIALIZADORA E INDUSTRIALIZADORA AGROPECUARIA, a Science & Technology supplier in mx. Across recent queries the company scored 11 out of 100 (Dark Signal), with the strongest dimension being Product Clarity at 30 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. One AI engine (out of 2 tested: GPT-4o, Claude Sonnet) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include agricultural products, livestock products, food processing. 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.
See the full audit for COMERCIALIZADORA E INDUSTRIALIZADORA AGROPECUARIA
10. R.C. DIGITAL 8 / 100 · Dark Signal
R.C. DIGITAL scores 8 out of 100, a Dark Signal, and ranks #10 in MX. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about R.C. DIGITAL, a Science & Technology supplier in mx. Across recent queries the company scored 8 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 50 and the weakest AI Recommendation Rate at 0. None of the tested AI engines returned substantive information. The biggest opportunity for improvement is in AI Recommendation Rate; concrete actions are listed in the recommendations section.
How we built this ranking
Every supplier on this page was scored with the same locked Signal method. We send a fixed set of buyer-style prompts to ChatGPT, Claude, Perplexity, Gemini and DeepSeek, in more than one buyer language, and parse each answer for whether the model recognized the company, what products and certifications it named, its sentiment, and an overall verdict from 1 to 10. Those signals roll up into five weighted dimensions and a single 0 to 100 Signal Score, smoothed over the three most recent audit runs to dampen model jitter. We do not adjust weights per supplier and we do not accept payment for placement. The Science & Technology ranking is rebuilt automatically as audits refresh, so a supplier that improves its AI footprint can climb, and one that lets its data go stale can fall. Full detail on prompts, weights and refresh cadence is on the methodology page.
Read the full Signal methodology
Caveats
A few honest caveats. This is a measure of AI visibility, not product quality, price or delivery reliability, so always run your own due diligence before you commit to any Science & Technology supplier. AI models change their answers over time and occasionally refuse to rate a company at all, which is why some cells in the table read as not found rather than a number. Coverage is also a function of which suppliers we have audited so far; a strong supplier we have not yet reached will not appear here yet. Treat the ranking as a live snapshot, dated below, rather than a final word.
Our recommendation
If you are sourcing Science & Technology and want to move fast, start with embotech AG, PRIMACYT Cell Culture Technology GmbH and KENNETH ABRAHAM MOTA CORNEJO. They are the easiest for an AI procurement assistant to find and describe correctly, which means less manual research and fewer surprises when you brief an agent to shortlist for you. Shortlist two or three, then verify each directly on price, capacity, certifications and references before you commit. If you are a supplier reading your own category, the gap between your score and the leaders is the gap an AI buyer sees first, and it is closeable: each supplier page on Reevol Signal shows exactly which engines miss you and what to fix.
Ranking as of May 26, 2026. Browse the full Science & Technology leaderboard for every audited supplier in the category.