| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Course authoring tools | Learning and development | 16% | 3 of 82 | 4% | 51 | accepted challenger | ▲+1Since September 2026: 15% → 16%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Compliance training | Learning and development | 0% | 34 of 92 | 0% | 2 | under 10 labels · led by Traliant at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Candidate assessment | Talent acquisition | 0% | 89 of 118 | 0% | 1 | under 10 labels · led by TestGorilla at 52% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Learning experience platforms | Learning and development | 0% | 60 of 89 | 0% | 1 | under 10 labels · led by 360Learning at 26% | newNew since September 2026: not ranked then, 0% now. |
| Learning management systems | Learning and development | 0% | 43 of 61 | 0% | 1 | under 10 labels · led by TalentLMS at 51% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Online course libraries | Learning and development | 0% | 71 of 95 | 0% | 1 | under 10 labels · led by Udemy Business at 48% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Course authoring tools | 15% | 16% | ▲+1Since September 2026: 15% → 16%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 of 82, unchanged |
| Compliance training | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 31 → 34 of 92 |
| Candidate assessment | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 78 → 89 of 118 |
| Learning experience plat | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 60 of 89, unchanged |
| Learning management syst | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 30 → 43 of 61 |
| Online course libraries | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 66 → 71 of 95 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 3 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 1 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 1 | 4 | 2 | 1 | 8 |
| Mistral Small | 1 | 2 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 0 | 3 |
| Kimi K2 | 1 | 4 | 0 | 0 | 5 |
| GLM 4.7 FlashX | 2 | 1 | 2 | 0 | 5 |
| MiniMax M2.5 | 1 | 3 | 0 | 0 | 4 |
| GPT-6 Luna | 0 | 4 | 0 | 0 | 4 |
| Muse Glimmer 30B | 2 | 1 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“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 · Course authoring tools · 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 · Course authoring tools · 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 · Course authoring tools · paraphrase prompt · first choice
“iSpring Suite - This is a PowerPoint-based authoring toolkit that's particularly good for creating interactive courses” MiniMax M2.5 · Course authoring tools · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“start at ~$700–1,700/year per user but offer more polish” Grok 4.1 Fast · Course authoring tools · budget prompt · soft negative
“PowerPoint-based tools will feel incredibly restrictive” Gemini 3.5 Flash · Course authoring tools · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 130 of the 140 answers that named iSpring Suite and are not a share of its labels.
467 of the 467 domain citations in answers naming iSpring Suite came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 34 | undated | |||
| Comparison | 16 | 0 | 2026-04-06 | ||
| Glossary or explainer | 3 | 0 | 2026-03-17 | ||
| Case study | 2 | 0 | 2026-02-12 | ||
| Template or tool | 2 | 0 | 2026-06-13 | ||
| Blog | 1 | undated |
Every page ispring.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What iSpring Suite's own pages state, read September 28, 2026: ispring.com, ispring.com/pricing, ispring.com/solutions/retail-lms, ispring.com/integrations. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when iSpring Suite's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as iSpring Suite, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for iSpring Suite by email, built from the raw record of the edition. It shows:
iSpring Suite is among the products AI models recommend first in Course authoring tools this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.