ReevolSignal

AI Visibility Ranking

Top 10 Most AI-Visible Retail Suppliers

How ChatGPT, Claude, Perplexity, Gemini and DeepSeek rate Retail suppliers. Updated June 4, 2026.

This ranking covers the 10 most AI-visible Retail suppliers we have audited, drawn from a pool of 22 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 49 out of 100, and the spread is telling: 4 sit at Moderate Signal, 2 land at Weak Signal and 4 are still Dark Signal.

What makes Retail 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 Retail, 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".

#SupplierSignal ScoreChatGPTClaudePerplexityGeminiDeepSeek
1Lifelong Onlinein78 / 100Moderateknowsknowsknowsnot foundnot found
2Fab indiain62 / 100Moderateknowsknowsknowsnot foundknows
3Specsmakersin62 / 100Moderatenot foundknowsknowsnot foundknows
4Toys"R"Usus62 / 100Moderateknowsknowsknowsnot foundnot found
5Pidancn49 / 100Weaknot foundknowsknowsnot foundnot found
6PT. Terry Palmer Indonesiaid49 / 100Weakknowsnot foundnot foundknowsnot found
7Il Bottone Di Ranica Terenzio S.N.C.it35 / 100Darknot foundnot foundnot foundknowsknows
8Lyberditchevcous33 / 100Darknot foundnot foundknowsnot foundnot found
9ELEO GmbHde33 / 100Darknot foundknowsnot foundnot foundknows
10Wakingbee Co.,LTD.th30 / 100Darknot foundnot foundnot foundknowsknows

Supplier by supplier: what each AI model knows

1. Lifelong Online 78 / 100 · Moderate Signal

Lifelong Online scores 78 out of 100, a Moderate Signal, and ranks #1 in IN. ChatGPT, Claude and Perplexity recognized the company; 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 Lifelong Online, a retail supplier in in. Across recent queries the company scored 78 out of 100 (Moderate Signal), with the strongest dimension being AI Recommendation Rate at 100 out of 100 and the weakest Buyer Trust at 25 out of 100. 3 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 gas stove, home & kitchen appliances, cookware. 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 100 out of 100. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Lifelong Online

2. Fab india 62 / 100 · Moderate Signal

Fab india scores 62 out of 100, a Moderate Signal, and ranks #2 in IN. ChatGPT, Claude, Perplexity and DeepSeek recognized the company; Gemini did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.

AI engines recognize Fab india, a retail supplier in in. Across recent queries the company scored 62 out of 100 (Moderate Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Buyer Trust at 0 out of 100. 4 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 garments, home furnishings, fabrics. 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 Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Fab india

3. Specsmakers 62 / 100 · Moderate Signal

Specsmakers scores 62 out of 100, a Moderate Signal, and ranks #3 in IN. Claude, Perplexity and DeepSeek recognized the company; ChatGPT and Gemini did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.

AI engines recognize Specsmakers, a retail supplier in in. Across recent queries the company scored 62 out of 100 (Moderate Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Buyer Trust at 0 out of 100. 3 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 eyeglasses, spectacle frames, lenses. 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 Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Specsmakers

4. Toys"R"Us 62 / 100 · Moderate Signal

Toys"R"Us scores 62 out of 100, a Moderate Signal, and ranks #4 in US. ChatGPT, Claude and Perplexity recognized the company; 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 Toys"R"Us, a retail supplier in us. Across recent queries the company scored 62 out of 100 (Moderate Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Buyer Trust at 0 out of 100. 3 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 toys, games, children's products. 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 Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Toys"R"Us

5. Pidan 49 / 100 · Weak Signal

Pidan scores 49 out of 100, a Weak Signal, and ranks #5 in CN. 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 Pidan, a retail supplier in cn. Across recent queries the company scored 71 out of 100 (Moderate Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Digital Footprint at 30 out of 100. 2 AI engines (out of 3 tested: GPT-4o, Claude Sonnet, Perplexity Sonar) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include cat litter, litter boxes, pet carriers. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 45 out of 100 and the AI Recommendation Rate at 80 out of 100. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Pidan

6. PT. Terry Palmer Indonesia 49 / 100 · Weak Signal

PT. Terry Palmer Indonesia scores 49 out of 100, a Weak Signal, and ranks #6 in ID. ChatGPT and Gemini recognized the company; Claude, Perplexity 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 strong, consistent picture of PT. Terry Palmer Indonesia, a retail supplier in id. Across recent queries the company scored 84 out of 100 (Strong Signal), with the strongest dimension being AI Recommendation Rate at 100 out of 100 and the weakest Digital Footprint at 50 out of 100. 2 AI engines (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include terry towels, bathrobes, textile products. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 70 out of 100 and the AI Recommendation Rate at 100 out of 100. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for PT. Terry Palmer Indonesia

7. Il Bottone Di Ranica Terenzio S.N.C. 35 / 100 · Dark Signal

Il Bottone Di Ranica Terenzio S.N.C. scores 35 out of 100, a Dark Signal, and ranks #7 in IT. Gemini and DeepSeek recognized the company; ChatGPT, Claude and Perplexity 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 Il Bottone Di Ranica Terenzio S.N.C., a retail supplier in it. Across recent queries the company scored 53 out of 100 (Weak Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Digital Footprint at 20 out of 100. 2 AI engines (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include buttons, accessories for clothing. 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 50 out of 100. The biggest opportunity for improvement is the Digital Footprint dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.

See the full audit for Il Bottone Di Ranica Terenzio S.N.C.

8. Lyberditchevco 33 / 100 · Dark Signal

Lyberditchevco scores 33 out of 100, a Dark Signal, and ranks #8 in US. 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 Lyberditchevco, a retail supplier in us. Across recent queries the company scored 33 out of 100 (Dark Signal), with the strongest dimension being Identity and Presence at 50 out of 100 and the weakest Buyer Trust at 20 out of 100. One AI engine (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 electronics, apparel, healthcare-related items. 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 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.

See the full audit for Lyberditchevco

9. ELEO GmbH 33 / 100 · Dark Signal

ELEO GmbH scores 33 out of 100, a Dark Signal, and ranks #9 in DE. Claude and DeepSeek recognized the company; ChatGPT, Perplexity and Gemini did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.

AI engines have a strong, consistent picture of ELEO GmbH, a retail supplier in de. Across recent queries the company scored 81 out of 100 (Strong Signal), with the strongest dimension being Identity and Presence at 100 out of 100 and the weakest Buyer Trust at 68 out of 100. 2 AI engines (out of 3 tested: GPT-4o, Claude Sonnet, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include battery systems for mobile machinery and off-highway vehicles, high-voltage lithium-ion battery systems, modular battery pack designs. Certifications and trust indicators referenced by AI: iso 9001:2015, iso 14001, iso 26262. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for ELEO GmbH

10. Wakingbee Co.,LTD. 30 / 100 · Dark Signal

Wakingbee Co.,LTD. scores 30 out of 100, a Dark Signal, and ranks #10 in TH. Gemini and DeepSeek recognized the company; ChatGPT, Claude and Perplexity did not surface it, which is exactly the gap that costs visibility with buyers who default to those tools.

AI engines recognize Wakingbee Co.,LTD., a retail supplier in th. Across recent queries the company scored 77 out of 100 (Moderate Signal), with the strongest dimension being AI Recommendation Rate at 100 out of 100 and the weakest Buyer Trust at 45 out of 100. 2 AI engines (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include sports bras, leggings, shorts. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 45 out of 100 and the AI Recommendation Rate at 100 out of 100. The Improvement Roadmap below outlines how to close remaining gaps and push every dimension toward Strong Signal.

See the full audit for Wakingbee Co.,LTD.

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 Retail 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 Retail 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 Retail and want to move fast, start with Lifelong Online, Fab india and Specsmakers. 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 June 4, 2026. Browse the full Retail leaderboard for every audited supplier in the category.