Six of fourteen models named TalentLMS first on the direct prompt; one named LearnUpon. Both were named by all fourteen models and TalentLMS carries 58 labels and LearnUpon 24, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five 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 learning management systems page.
Across every category in the October 2026 Edition, TalentLMS and LearnUpon were named in the same answer fifty-eight times, of the 365 answers naming TalentLMS and the 96 naming LearnUpon. In those answers LearnUpon took the first choice five times and TalentLMS nineteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Four of four in this category shown.
“Limitations: Limited automation, lacks SOC-2 compliance, basic reporting features” Kimi K2 · comparative prompt · soft negative
“For most small to medium companies on a tight budget: Start with the free tier of TalentLMS, Zoho Learn, ProProfs Training Maker, or Coursebox” GLM 4.7 FlashX · budget prompt · first choice
“TalentLMS - Known for its ease of use, transparent pricing, and support for employee onboarding, compliance training, and skills tracking.” Llama 4 Maverick · paraphrase prompt · first choice
“Start with TalentLMS if you want the best balance of features, ease of use, and transparent pricing for a mid-market B2B company.” Kimi K2 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“LearnUpon is practically built for the B2B mid-market... Choose LearnUpon if you need a flexible, multi-tenant system to train your staff, partners, and customers” Gemini 3.5 Flash · paraphrase prompt · first choice
“The Best Overall for B2B: LearnUpon ... My recommendation: Start with a demo of LearnUpon.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid-market B2B companies, LearnUpon is the strongest all-around recommendation” DeepSeek V4 Flash · direct prompt · first choice
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.