Five of fourteen models named Skilljar first on the direct prompt; zero named TalentLMS. Both were named by all fourteen models and Skilljar carries 49 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, Skilljar and TalentLMS were named in the same answer seventy times, of the 160 answers naming Skilljar and the 137 naming TalentLMS. In those answers TalentLMS took the first choice twenty-six times and Skilljar twelve.
| 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 eight in this category shown.
“78% negative recommendation rate for small businesses ... "more platform than a small business needs"” Kimi K2 · negative prompt · hard negative
“Avoid enterprise platforms (Skilljar, Docebo, Thought Industries, LearnUpon)” DeepSeek V4 Flash · budget prompt · hard negative
“not cost‑effective for small teams” GLM 4.7 FlashX · budget prompt · hard negative
“Skilljar is purpose-built for external training and used by mid-market and enterprise SaaS companies... recognized for ease of use and strong focus on connecting training data to business outcomes” Claude Haiku 4.5 · comparative prompt · first choice
“Skilljar is the industry leader with the strongest integrations and analytics specifically designed for B2B SaaS customer success.” Kimi K2 · direct prompt · first choice
“If your main goal is to drive software adoption, reduce support tickets, and prevent customer churn, Skilljar is the market leader.” Gemini 3.5 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.