Two of twelve models named Gainsight Customer Education first on the direct prompt; zero named Absorb LMS. Gainsight Customer Education was named by seven of the twelve models and Absorb LMS by twelve and Gainsight Customer Education carries 14 labels and Absorb LMS 27, 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 twelve 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
“Northpass no longer exists as a standalone product (it became Gainsight Customer Education, and Gainsight has since acquired Skilljar too).” Claude Haiku 4.5 · negative prompt · hard negative
“Weak analytics - "Analytics are simply awful," "no consistency between reports"” Kimi K2 · negative prompt · hard negative
“If I had to pick a default for a mid-market B2B company: Northpass (Gainsight Customer Education)” DeepSeek V4 Flash · direct prompt · first choice
“Northpass (Gainsight Customer Education) — *Best Overall for Mid-Market*” Kimi K2 · direct prompt · first choice
“Northpass (now part of Gainsight) differentiates itself by living inside the Gainsight customer success ecosystem” Claude Haiku 4.5 · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Absorb LMS (Best Overall for SaaS & Service Companies)” Qwen 3.7 Flash · paraphrase prompt · first choice
“Best if you want strong learner experience and branded customer portals, and can handle a bit more setup: Absorb LMS” GPT-5.4 mini · paraphrase prompt · alternative
“Best for: Teams looking for automated administrative workflows and native course-authoring features.” 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.