Five of fourteen models named LearnUpon first on the direct prompt; one named WorkRamp. LearnUpon was named by fourteen of the fourteen models and WorkRamp by eleven and LearnUpon carries 39 labels and WorkRamp 22, 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, LearnUpon and WorkRamp were named in the same answer thirty times, of the 94 answers naming LearnUpon and the 60 naming WorkRamp. In those answers WorkRamp took the first choice one time and LearnUpon two.
| 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. 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
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-Only Pricing)” Kimi K2 · budget prompt · hard negative
“Be cautious if customer education is your only priority and you need deep customer-specific functionality or live training” Perplexity Sonar · negative prompt · soft negative
“WorkRamp has seen a decline in user preference ... may not be the best fit for all organizations” Mistral Small · negative prompt · soft negative
“WorkRamp is currently the strongest all-around recommendation” DeepSeek V4 Flash · direct prompt · first choice
“Best For: Companies wanting an All-in-One platform for both Customer Education and Internal (Employee/Sales Enablement) Training.” Gemini 3.5 Flash · direct prompt · alternative
“Choose WorkRamp if: You want a single learning platform to handle sales enablement, employee training, and customer education.” Gemini 3.5 Flash · comparative prompt · alternative
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.