One of fourteen models named TalentLMS first on the direct prompt; zero named LearnWorlds. TalentLMS was named by fourteen of the fourteen models and LearnWorlds by twelve and TalentLMS carries 40 labels and LearnWorlds 29, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 Customer education and LMS page.
Across every category in the November 2026 Edition, TalentLMS and LearnWorlds were named in the same answer seventy-two times, of the 136 answers naming TalentLMS and the 90 naming LearnWorlds. In those answers LearnWorlds took the first choice nineteen times and TalentLMS twenty-seven.
| 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. Six of seven in this category shown.
“scrutinize their enterprise controls, CRM integrations, customer-data isolation, and scalability before using them for complex B2B education” Perplexity Sonar · negative prompt · soft negative
“It's usually stronger for SMBs than for deeper customer-education workflows.” GPT-5.4 mini · paraphrase prompt · soft negative
“Less purpose-built for sophisticated customer-education operations” Perplexity Sonar · paraphrase prompt · soft negative
“I'd suggest starting with LearnUpon or TalentLMS for their balance of features, ease of use, and pricing.” MiniMax M2.5 · direct prompt · first choice
“If you want a balance of ease of use, strong support, and straightforward pricing → TalentLMS.” GLM 4.7 FlashX · paraphrase prompt · first choice
“If you have <5 users and want zero cost: Start with TalentLMS Free or Teachable Free” GLM 4.7 FlashX · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“surface those kinds of complaints for multiple tools, including LearnWorlds, DigitalChalk, and Continu” GPT-5.4 mini · negative prompt · soft negative
“Strong all-rounder for engaging, branded academies; good UX, interactive tools, e-commerce, and white-label. Often praised for customer training.” Grok 4.20 · scale prompt · first choice
“LearnWorlds starts at $24/mo, making it the most budget-friendly way to launch a branded academy” Claude Haiku 4.5 · budget prompt · first choice
“TalentLMS and LearnWorlds are the top recommendations for companies with limited budgets” Mistral Small · budget 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.