Two of fourteen models named Absorb LMS first on the direct prompt; two named Thought Industries. Absorb LMS was named by thirteen of the fourteen models and Thought Industries by thirteen and Absorb LMS carries 44 labels and Thought Industries 41, so the shares are not directly comparable.
Named in two categories 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, Absorb LMS and Thought Industries were named in the same answer sixty-five times, of the 99 answers naming Absorb LMS and the 112 naming Thought Industries. In those answers Thought Industries took the first choice two times and Absorb LMS nine.
| 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 pure internal-focused LMS like Absorb or Cornerstone unless customer training is secondary.” Grok 4.20 · paraphrase prompt · hard negative
“be cautious with Absorb LMS due to its limited features and customization” Mistral Small · negative prompt · hard negative
“Users repeatedly flag limited functionality for content development and limited customization options that are "cumbersome and time-consuming to navigate."” Muse Glimmer 30B · negative prompt · soft negative
“Alternative: Dedicated Customer Education (CE) platforms like Absorb, LearnUpon, or Thinkific are built for external audiences.” Qwen 3.7 Flash · negative prompt · first choice
“Self-paced academy with strong certification and partner enablement: Thought Industries or Absorb LMS.” Muse Glimmer 30B · direct prompt · first choice
“I'd recommend starting with LearnUpon or Absorb LMS as they lead the market” GLM 4.7 FlashX · 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 tools like Skilljar, Docebo, or Thought Industries” Grok 4.20 · budget prompt · hard negative
“Avoid (Enterprise-Only Pricing)” Kimi K2 · budget prompt · hard negative
“Lower average rating than peers; reviews mention needs for better reporting, dashboards, and functionality.” Grok 4.20 · negative prompt · soft negative
“Thought Industries is frequently cited as the mid-market specialist with flexible API and white-label academy.” Muse Glimmer 30B · direct prompt · first choice
“Thought Industries ⭐ Best Overall for Mid-Market B2B” Kimi K2 · direct prompt · first choice
“Thought Industries is better for organizations operating several branded academies or selling professional education.” Perplexity Sonar · 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.