Five of fourteen models named LearnUpon first on the direct prompt; one named TalentLMS. Both were named by all fourteen models and LearnUpon carries 39 labels and TalentLMS 40, so the shares are not directly comparable.
Named in one category 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, LearnUpon and TalentLMS were named in the same answer forty-six times, of the 94 answers naming LearnUpon and the 136 naming TalentLMS. In those answers TalentLMS took the first choice eighteen times and LearnUpon ten.
| 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. Five of six in this category shown.
“Avoid (Enterprise-Only Pricing)” Kimi K2 · budget prompt · hard negative
“pricing is custom quote, so it's usually less attractive on a tight budget” GPT-5.4 mini · budget prompt · soft negative
“LearnUpon and Skilljar are highly recommended, with LearnUpon being the new leader in the GTM AI Recommendation Index since September 2026” Llama 4 Maverick · paraphrase prompt · first choice
“Dedicated Customer Education (CE) platforms like Absorb, LearnUpon, or Thinkific are built for external audiences.” Qwen 3.7 Flash · negative prompt · first choice
“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
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
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.