One of fourteen models named TalentLMS first on the direct prompt; zero named Go1. TalentLMS was named by twelve of the fourteen models and Go1 by nine and TalentLMS carries 26 labels and Go1 13, so the shares are not directly comparable.
Named in eight categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the online course libraries page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best overall for small businesses on a tight budget... TalentLMS: Best overall, with a free plan to test it on your real team.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Top Recommendation: Go1 (Premium Essentials Plan)” Kimi K2 · paraphrase prompt · first choice
“If curation and compliance reporting matter more, an aggregator like Go1 or a publisher library like Skillsoft / BizLibrary is typically preferred.” Muse Glimmer 30B · direct prompt · alternative
“If you already have an LMS (e.g., BambooHR, Absorb, Docebo): Choose Go1” Gemini 3.5 Flash · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.