One of twelve models named Coggno first on the direct prompt; three named Absorb LMS. Coggno was named by nine of the twelve models and Absorb LMS by eleven and Coggno carries 21 labels and Absorb LMS 17, so the shares are not directly comparable.
Named in one category this edition.
Named in six categories 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 compliance training 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.
“1. Coggno: Provides 10,000+ pre-built compliance courses, HRIS sync, and state-specific harassment versions in a single per-seat subscription.” Llama 4 Maverick · direct prompt · first choice
“If you have zero budget for software and just need to buy a few specific compliance courses: Go with Coggno.” Gemini 3.5 Flash · budget prompt · first choice
“Coggno gives you the best combination of price, ready-made content, and essential reporting features.” MiniMax M2.5 · budget prompt · first choice
No label in this category carried a quote.
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.