Three of fourteen models named iSpring Suite first on the direct prompt; zero named Adapt Learning. iSpring Suite was named by fourteen of the fourteen models and Adapt Learning by eight and iSpring Suite carries 51 labels and Adapt Learning 10, so the shares are not directly comparable.
Named in six 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 course authoring tools 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 | ||||||
| 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. Five of six in this category shown.
“start at ~$700–1,700/year per user but offer more polish” Grok 4.1 Fast · budget prompt · soft negative
“PowerPoint-based tools will feel incredibly restrictive” Gemini 3.5 Flash · negative prompt · soft negative
“iSpring Suite is the best overall choice due to its balance of ease of use, PowerPoint integration, rapid authoring, and strong output quality” Mistral Small · direct prompt · first choice
“If your team already uses Microsoft PowerPoint and has existing slide decks, iSpring Free is the absolute easiest way to start.” Gemini 3.5 Flash · budget prompt · first choice
“I'd recommend starting with iSpring Suite for course creation combined with iSpring Learn for delivery and tracking” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Cons: Requires developer knowledge” GLM 4.7 FlashX · budget prompt · soft negative
“Start with H5P or Adapt — they're genuinely free and can produce professional results” Kimi K2 · budget prompt · first choice
“responsive design-friendly and supports standard formats like SCORM and xAPI for LMS integration at no licensing cost” Claude Haiku 4.5 · budget prompt · alternative
“If you can self-host and have some developer support: Adapt Learning = zero license cost with SCORM/xAPI output.” Muse Glimmer 30B · budget 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.