Nine of fourteen models named LearnUpon first on the direct prompt; zero named TalentLMS. LearnUpon was named by thirteen of the fourteen models and TalentLMS by fourteen and LearnUpon carries 37 labels and TalentLMS 45, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 October 2026 Edition, LearnUpon and TalentLMS were named in the same answer thirty-nine times, of the 81 answers naming LearnUpon and the 137 naming TalentLMS. In those answers TalentLMS took the first choice nine times and LearnUpon sixteen.
| 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. Six of seven in this category shown.
“Other notable (but pricier) options to avoid for now ... costly for small teams” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid enterprise platforms (Skilljar, Docebo, Thought Industries, LearnUpon)” DeepSeek V4 Flash · budget prompt · hard negative
“lacks customization features and flexible learning paths” Claude Haiku 4.5 · negative prompt · soft negative
“Pure customer academy with certifications, cohort management and CSM integrations → Skilljar or LearnUpon” Muse Glimmer 30B · direct prompt · first choice
“### 1. LearnUpon (Mid-Market Specialist) ... Specifically designed for mid-market B2B SaaS companies” GLM 4.7 FlashX · paraphrase prompt · first choice
“Absorb LMS and LearnUpon are generally the most recommended platforms for customer training.” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“more often positioned toward SMB/mid-market rather than the most robust enterprise-style customer education stack” Perplexity Sonar · direct prompt · soft negative
“lacks advanced assessment builder and advanced course editing tools, with occasional integration setup issues” Claude Haiku 4.5 · negative prompt · soft negative
“Less specialized for customer education; fewer customer-specific features like branded academies” DeepSeek V4 Flash · direct prompt · soft negative
“TalentLMS – best free LMS for customer training ... Free plan for small usage + affordable paid plans” Muse Glimmer 30B · budget prompt · first choice
“Best Overall for SMBs: TalentLMS ... this is widely considered the best budget option” Qwen 3.7 Flash · budget prompt · first choice
“The best customer education platform for a company with a limited budget is TalentLMS” Llama 4 Maverick · 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.