Nine of fourteen models named LearnUpon first on the direct prompt; five named Skilljar. LearnUpon was named by thirteen of the fourteen models and Skilljar by fourteen and LearnUpon carries 37 labels and Skilljar 49, 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 October 2026 Edition, LearnUpon and Skilljar were named in the same answer fifty-nine times, of the 81 answers naming LearnUpon and the 160 naming Skilljar. In those answers Skilljar took the first choice twenty-five times and LearnUpon seven.
| 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 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.
“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
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.