Six of fourteen models named Skilljar first on the direct prompt; one named TalentLMS. Both were named by all fourteen models and Skilljar carries 56 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, Skilljar and TalentLMS were named in the same answer seventy-eight times, of the 165 answers naming Skilljar and the 136 naming TalentLMS. In those answers TalentLMS took the first choice thirty-three 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.
“Avoid enterprise tools like Skilljar, Docebo, or Thought Industries” Grok 4.20 · budget prompt · hard negative
“Avoid (Enterprise-Only Pricing)” Kimi K2 · budget prompt · hard negative
“its value depends a lot on surrounding integrations and data flows working reliably. That makes it something to scrutinize carefully” GPT-5.4 mini · negative prompt · soft negative
“Top for enterprise-grade customer education; strong in onboarding, certifications, Salesforce integration, and analytics. Great for scaling programs.” Grok 4.20 · scale prompt · first choice
“Skilljar is typically the strongest choice when training must connect to CRM records, product adoption, renewals, or health scores.” Perplexity Sonar · comparative prompt · first choice
“Industry standard for B2B SaaS; excellent analytics on how training impacts customer retention and product adoption.” Gemini 3.5 Flash · comparative 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.