Coggno vs Emtrain
One of twelve models named Coggno first on the direct prompt; zero named Emtrain. Coggno was named by nine of the twelve models and Emtrain by ten and Coggno carries 21 labels and Emtrain 16, 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 compliance training page.
By framing
CoggnoFirst choices, of twelve modelsEmtrain
Across every category in the September 2026 Edition, Coggno and Emtrain were named in the same answer ten times, of the 70 answers naming Coggno and the 36 naming Emtrain. In those answers Emtrain took the first choice two times and Coggno zero.
Every model, every framing
| 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 | | | |
Coggno Emtrain first choice named as an alternative argued againstblank: not namedEach cell is one answer, Coggno on the left and Emtrain on the right.The direct prompt
Coggno first, Emtrain not the choice
1 of 12 modelsEmtrain was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Coggno
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
What the models said about Emtrain
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Rated 2.3/5 stars on Trustpilot, with complaints about deteriorating customer service and cumbersome user interface” GLM 4.7 FlashX · negative prompt · hard negative
“Emtrain (Best Overall for Culture & Analytics)” GLM 4.7 FlashX · paraphrase prompt · first choice
“Reputable alternatives (high-rated in comparisons): Traliant, Emtrain, Ethena, BizLibrary, Vector Solutions” Grok 4.1 Fast · negative prompt · alternative
“Highly interactive, scenario-based training: SHRM or a provider like Emtrain may be better suited.” GPT-5.4 mini · paraphrase 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.