22% of first choices, contested.
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“too small to have a massive, dedicated L&D team to manage a heavy enterprise platform like Cornerstone or Saba” Gemini 3.5 Flash, direct prompt
“indicted (Sept. 2026) for allegedly selling NYC Site Safety Training and OSHA cards for ~$500 each to undercover investigators without completing the courses” DeepSeek V4 Flash, negative prompt
“pleaded guilty (June 2025) to selling tens of thousands of counterfeit construction safety certificates and OSHA cards” DeepSeek V4 Flash, negative prompt
“BBB Rating: F ... Some Reddit users describe it as an "awful" experience and "real scam"” Kimi K2, negative prompt
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 818 links across 198 sites, every framing counted. Ranked by the number of answers carrying the site or page.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Traliant traliant.com | 22% | 94 | 5,400 | 58 | 12,679 | $5 | 119 | 6 |
| BizLibrary bizlibrary.com | 22% | 35 | 1,900 | 33 | 6,343 | 4 | 6 | |
| TalentLMS talentlms.com | 15% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Coggno coggno.com | 12% | 54 | 210 | 0 | 14,138 | 1 | ||
| Absorb absorbai.com Absorb LMS 7% | 7% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| EasyLlama easyllama.com | 5% | 97 | 3,600 | 24 | 80,528 | 15 | 8 | |
| SC Training safetyculture.com | 5% | 51 | 590 | 825 | 466,981 | 1 | ||
| Ethena goethena.com | 2% | 51 | 3,600 | 115 | 10,808 | $56 | 5 | |
| Emtrain emtrain.com | 2% | 30 | 720 | 1 | 32,865 | 1 | ||
| iSpring Learn ispring.com | 2% | 129 | 390 | 12 | 53,048 | $46 | 37 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (bizlibrary.com, easyllama.com, traliant.com, valamis.com). The first result for “best compliance training platform” is exec.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:18 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:57 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 13 | 42 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:48 | yes | 19 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:44 | yes | 29 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:53 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:46 | yes | 7 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:36 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:34 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:43 | yes | 7 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:12 | yes | 5 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:51 | yes | 9 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:44 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:51 | yes | 6 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:16 | yes | 15 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:33 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:00 | yes | 28 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:26 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:16 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:01 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:17 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:40 | yes | 13 | 40 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:42 | yes | 22 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:21 | yes | 5 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:31 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:51 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:02 | yes | 20 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:05 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:20 | yes | 18 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:09 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:08 | yes | 9 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:49 | yes | 5 | 13 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:45 | yes | 20 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:24 | yes | 9 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:35 | yes | 5 | 15 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:25 | yes | 2 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:05 | yes | 15 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:30 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:46 | yes | 38 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:10 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:36 | yes | 17 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:21 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:50 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:47 | yes | 8 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:11 | yes | 12 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:40 | yes | 5 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:43 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:35 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:43 | yes | 14 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:38 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:53 | yes | 15 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:02 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:34 | yes | 17 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:31 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:34 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:33 | yes | 10 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 9 | 65 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:33 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:43 | yes | 16 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:52 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 18 | 47 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:44 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:52 | yes | 44 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:07 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:02 | yes | 21 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:33 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:35 | yes | 9 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:25 | yes | 28 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:04 | yes | 20 | 71 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:27 | yes | 10 | 24 s |
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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