AI Visibility Ranking
Top 10 Most AI-Visible Software Development Suppliers
How ChatGPT, Claude, Perplexity, Gemini and DeepSeek rate Software Development suppliers. Updated May 28, 2026.
This ranking covers the 10 most AI-visible Software Development 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 7 out of 100, and the spread is telling: 10 are still Dark Signal.
What makes Software Development 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 ChatGPT 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 Software Development, 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 | Cilantroeg | 29 / 100Dark | not found | knows | knows | not found | not found |
| 2 | atroo gmbhde | 11 / 100Dark | not found | not found | not found | not found | not found |
| 3 | KUALI PIALImx | 8 / 100Dark | not found | not found | not found | not found | not found |
| 4 | El Shroukeg | 8 / 100Dark | not found | not found | not found | not found | not found |
| 5 | Camicol bvbabe | 8 / 100Dark | not found | not found | not found | not found | not found |
| 6 | Alruyat altiqniyat almubtakirat - شركة الرؤية التقنية المبتكر ل لاتصلات و تقنية المعلوماتsa | 2 / 100Dark | not found | not found | not found | not found | not found |
| 7 | Travel Destination Solutioneg | 0 / 100Dark | not found | not found | not found | not found | not found |
| 8 | Elawis Herbseg | 0 / 100Dark | not found | not found | not found | not found | not found |
| 9 | SOFTWARE INTELIGENTE PARA EMPRESASes | 0 / 100Dark | not found | not found | not found | not found | not found |
| 10 | DYNAMIC HPSmx | 0 / 100Dark | not found | not found | not found | not found | not found |
Supplier by supplier: what each AI model knows
1. Cilantro 29 / 100 · Dark Signal
Cilantro scores 29 out of 100, a Dark Signal, and ranks #1 in EG. 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 Cilantro, a Software Development supplier in eg. Across recent queries the company scored 29 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 70 out of 100 and the weakest Buyer Trust at 0 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. 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 20 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.
2. atroo gmbh 11 / 100 · Dark Signal
atroo gmbh scores 11 out of 100, a Dark Signal, and ranks #2 in DE. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about atroo gmbh, a Software Development supplier in de. 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 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.
3. KUALI PIALI 8 / 100 · Dark Signal
KUALI PIALI scores 8 out of 100, a Dark Signal, and ranks #3 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 KUALI PIALI, a Software Development supplier in mx. 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.
4. El Shrouk 8 / 100 · Dark Signal
El Shrouk scores 8 out of 100, a Dark Signal, and ranks #4 in EG. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about El Shrouk, a Software Development supplier in eg. 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.
5. Camicol bvba 8 / 100 · Dark Signal
Camicol bvba scores 8 out of 100, a Dark Signal, and ranks #5 in BE. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Camicol bvba, a Software Development supplier in be. 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.
6. Alruyat altiqniyat almubtakirat - شركة الرؤية التقنية المبتكر ل لاتصلات و تقنية المعلومات 2 / 100 · Dark Signal
Alruyat altiqniyat almubtakirat - شركة الرؤية التقنية المبتكر ل لاتصلات و تقنية المعلومات scores 2 out of 100, a Dark Signal, and ranks #6 in SA. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Alruyat altiqniyat almubtakirat - شركة الرؤية التقنية المبتكر ل لاتصلات و تقنية المعلومات, a Software Development supplier in sa. Across recent queries the company scored 2 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 10 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.
7. Travel Destination Solution 0 / 100 · Dark Signal
Travel Destination Solution scores 0 out of 100, a Dark Signal, and ranks #7 in EG. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Travel Destination Solution, a Software Development supplier in eg. 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 4 tested AI engines (GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) 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.
8. Elawis Herbs 0 / 100 · Dark Signal
Elawis Herbs scores 0 out of 100, a Dark Signal, and ranks #8 in EG. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about Elawis Herbs, a Software Development supplier in eg. Across recent queries the company scored 0 out of 100 (Dark Signal), with the strongest dimension being AI Recommendation Rate at 0 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.
9. SOFTWARE INTELIGENTE PARA EMPRESAS 0 / 100 · Dark Signal
SOFTWARE INTELIGENTE PARA EMPRESAS scores 0 out of 100, a Dark Signal, and ranks #9 in ES. None of the five engines reliably recognized the company, so its score reflects mostly indirect signals.
AI engines have very limited information about SOFTWARE INTELIGENTE PARA EMPRESAS, a Software Development supplier in es. Across recent queries the company scored 0 out of 100 (Dark Signal), with the strongest dimension being AI Recommendation Rate at 0 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.
10. DYNAMIC HPS 0 / 100 · Dark Signal
DYNAMIC HPS scores 0 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 DYNAMIC HPS, a Software Development supplier in mx. Across recent queries the company scored 0 out of 100 (Dark Signal), with the strongest dimension being AI Recommendation Rate at 0 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 Software Development 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 Software Development 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 Software Development and want to move fast, start with Cilantro, atroo gmbh and KUALI PIALI. 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 28, 2026. Browse the full Software Development leaderboard for every audited supplier in the category.