Zero of twelve models named TalentLMS first on the direct prompt; two named Gainsight Customer Education. TalentLMS was named by twelve of the twelve models and Gainsight Customer Education by seven and TalentLMS carries 47 labels and Gainsight Customer Education 14, so the shares are not directly comparable.
Named in three 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 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. Three of four in this category shown.
“Safer Alternatives to Consider | TalentLMS | Transparent pricing (starts at $119/month), free plan available, quick deployment” Kimi K2 · negative prompt · first choice
“If you want a formal "Academy" feel ... without enterprise-level prices, TalentLMS is the industry standard.” Gemini 3.5 Flash · budget prompt · first choice
“The best customer education platform for a company with a limited budget is TalentLMS, which offers a free plan” Llama 4 Maverick · budget 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.
“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
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.