Six of fourteen models named Skilljar first on the direct prompt; five named LearnUpon. Both were named by all fourteen models and Skilljar carries 56 labels and LearnUpon 39, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 LearnUpon were named in the same answer seventy-eight times, of the 165 answers naming Skilljar and the 94 naming LearnUpon. In those answers LearnUpon took the first choice ten times and Skilljar twenty-eight.
| 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. 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
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.