Course authoring tools
Asked as “elearning authoring tool”, and as “course creation software”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · H5P 20%
30Articulate 36020H5P16iSpring Suite34others
30% of first choices, contested.
Since September 2026▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Articulate 360 held the lead, +4 points on 22%, inside the 13-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
iSpring Suite21%Contested↗new leaderNew leader since September 2026: iSpring Suite (22%) replaces Articulate 360 (20% then, 4% now), 18 points clear, past the 13-point floor.Standing →Mid-market
Articulate 36030%Contested▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseArticulate 36033%Contested▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →
iSpring Suite21%Contested↗new leaderNew leader since September 2026: iSpring Suite (22%) replaces Articulate 360 (20% then, 4% now), 18 points clear, past the 13-point floor.Standing →Mid-marketArticulate 36030%Contested▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseArticulate 36033%Contested▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Articulate 36030%16%37endorsed leader▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 26%
Articulate 36030%16%37endorsed leader▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.22% → 26%02
H5P20%0%19accepted challenger▲+3Since September 2026: 17% → 20%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 20%
H5P20%0%19accepted challenger▲+3Since September 2026: 17% → 20%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.17% → 20%03iSpring Suite16%4%51accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 16%
iSpring Suite16%4%51accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 16%04
Easygenerator2%3%30accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Easygenerator2%3%30accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%05
Elucidat2%0%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Elucidat2%0%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%06
dominKnow | ONE2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
dominKnow | ONE2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%07
Adobe Captivate2%32%47criticized challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%
Adobe Captivate2%32%47criticized challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%08
Adapt Learning2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Adapt Learning2%10%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%09
Articulate Rise 3602%27%15criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%
Articulate Rise 3602%27%15criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 2%10
Articulate Storyline2%36%14criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Articulate Storyline2%36%14criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the one product at 0%, ordered by negative rate
11Lectora0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
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
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Articulate 360 vs ElucidatArticulate 360 vs dominKnow | ONEArticulate 360 vs Adobe CaptivateArticulate 360 vs Adapt LearningH5P vs iSpring SuiteH5P vs EasygeneratorH5P vs ElucidatH5P vs dominKnow | ONEH5P vs Adobe CaptivateH5P vs Adapt LearningiSpring Suite vs EasygeneratoriSpring Suite vs ElucidatiSpring Suite vs dominKnow | ONEiSpring Suite vs Adobe CaptivateiSpring Suite vs Adapt LearningEasygenerator vs ElucidatEasygenerator vs dominKnow | ONEEasygenerator vs Adobe CaptivateEasygenerator vs Adapt LearningElucidat vs dominKnow | ONEElucidat vs Adobe CaptivateElucidat vs Adapt LearningdominKnow | ONE vs Adobe CaptivatedominKnow | ONE vs Adapt LearningAdobe Captivate vs Adapt Learning
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910L11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Articulate 36030%
Articulate 36030%02H5P20%
H5P20%03iSpring Suite16%
iSpring Suite16%04Easygenerator2%
Easygenerator2%05Elucidat2%
Elucidat2%06dominKnow | ONE2%
dominKnow | ONE2%07Adobe Captivate2%
Adobe Captivate2%08Adapt Learning2%
Adapt Learning2%09Articulate Rise 3602%
Articulate Rise 3602%10Articulate Storyline2%
Articulate Storyline2%11Lectora0%
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Adobe Captivate32%
15 of 47 labels negative · 10 of 14 models · 4 hard negative
“Google Docs, Adobe Captivate, and Canva are some of the tools that users have expressed concerns about or recommended avoiding.” Llama 4 Maverick, negative prompt
Articulate Storyline36%
5 of 14 labels negative · 5 of 14 models · 2 hard negative
“Avoid using an unresponsive authoring tool like Storyline or Captivate, as they tend to look rather poor.” Muse Glimmer 30B, negative prompt
Articulate 36016%
6 of 37 labels negative · 5 of 14 models · 1 hard negative
“**Avoid:** Articulate 360 ($1,199–$1,749/year) unless your budget allows” Kimi K2, budget prompt
Articulate Rise 36027%
4 of 15 labels negative · 4 of 14 models
“Paid options like Articulate Rise 360 or iSpring Suite start at ~$700–1,700/year per user” Grok 4.1 Fast, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1012 links across 214 sites, every framing counted. Ranked by the number of answers carrying the site or page. 22 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Intellum34 answers · 34 citations · 11 models
vendor site · Easygenerator32 answers · 45 citations · 10 models
32 answers · 41 citations · 11 models
30 answers · 44 citations · 10 models
vendor site · Colossyan29 answers · 37 citations · 11 models
vendor site · LearnWorlds25 answers · 29 citations · 11 models
vendor site · Guideflow23 answers · 31 citations · 11 models
vendor site · Teachfloor20 answers · 23 citations · 8 models
19 answers · 24 citations · 6 models
vendor site · G218 answers · 19 citations · 10 models
vendor site · Synthesia17 answers · 18 citations · 8 models
vendor site · Adobe17 answers · 17 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
33 answers · 11 models
29 answers · 9 models
23 answers · 11 models
22 answers · 9 models
21 answers · 8 models
16 answers · 9 models
15 answers · 9 models
14 answers · 8 models
14 answers · 8 models
14 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “authoring tools”, “best elearning authoring tool”, “elearning authoring tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Articulate articulate.com Articulate 360 30%, Articulate Rise 360 2%, Articulate Storyline 2%, Articulate 0% | 34% | 122 | 12,100 | 475 | 211,471 | $863 | 120 | |
| iSpring Suite ispring.com iSpring Suite 16%, iSpring Learn 4% | 20% | 130 | 720 | 36 | 53,048 | $46 | 37 | |
| H5P h5p.org | 20% | 42 | 2,900 | 105 | 11,494 | |||
| LearnUpon learnupon.com | 4% | 90 | 5,400 | 55 | 81,523 | 40 | ||
| LearnWorlds learnworlds.com | 4% | 83 | 5,400 | 67 | 27,442 | $51 | 69 | |
| Thinkific thinkific.com | 4% | 95 | 22,200 | 301 | 262,041 | 39 | ||
| Easygenerator easygenerator.com | 2% | 93 | 1,300 | 7 | 15,467 | 55 | ||
| Elucidat confirm.com | 2% | 79 | 390 | 6 | 41,991 | 36 | 2 | |
| dominKnow dominknow.com dominKnow | ONE 2% | 2% | 50 | 4,289 company | 8 | ||||
| Adobe Captivate adobe.com | 2% | 109 | 4,400 | 222 | 242,010,966 | $9,855 | 119 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (elearningindustry.com, intellum.com, ispringsolutions.com, synthesia.io). The first result for “authoring tools” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best elearning authoring tool for a mid-market B2B company?”Paraphrase“Which course creation software would you recommend to a mid-sized B2B company?”Comparative“What are the top authoring tools and how do they differ?”Budget-constrained“What is the best elearning authoring tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an elearning authoring tool. What should we look at?”Negative“Which authoring tools should I avoid or be cautious about?”
Claude Haiku 4.5Articulate 360LearnWorlds, ThinkificChangedArticulate Rise 360, Articulate Storylineagainst: EasygeneratorH5Pno first choicenothing named
Three alternatives
Elucidat, Mindsmith, dominKnow | ONEThree alternatives
Academy of Mine, Kajabi, ProProfs Training MakerFour alternatives
Adobe Captivate, H5P, Lectora, iSpring SuiteFour alternatives
360Learning, Adapt Learning, Adobe Captivate, iSpring SuiteGPT-5.4 miniArticulate 360against: Adobe CaptivateArticulate 360HeldArticulate Rise 360, Articulate StorylineH5P, iSpring Suiteagainst: Adobe Captivate, Articulate 360no first choicenothing named
Three alternatives
360Learning, Elucidat, iSpring SuiteFour alternatives
Adobe Captivate, Easygenerator, Lectora, iSpring SuiteSix alternatives
Adobe Captivate, Camtasia, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteGemini 3.5 FlashArticulate 360Articulate 360HeldArticulate 360iSpring Suiteagainst: Adobe Captivate, Articulate Rise 360, Articulate Storyline, EdAppArticulate Storylineagainst: Adobe Captivateagainst: "All-New" Adobe Captivate, Adobe Captivate Classic, Articulate Studio/Presenter, Desktop Lectora, iSpring Suite
Three alternatives
Easygenerator, Elucidat, iSpring SuiteSix alternatives
Absorb LMS, LearnUpon, Skilljar, TalentLMS, WorkRamp, iSpring SuiteSix alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteFive alternatives
ActivePresenter, Adapt Learning, Genially, H5P, isEazy AuthorFive alternatives
Articulate Rise 360, Easygenerator, Elucidat, Mindsmith, Slice KnowledgePerplexity SonarArticulate 360LearnUpon, iSpring LearnChangedArticulate Storylineagainst: ScrivenerH5Pno first choiceagainst: Adobe Captivate, Canva, Genially, Google Docs, ProWritingAid, Reedsy, Webflow
Three alternatives
Adobe Captivate, Easygenerator, LectoraOne alternative
LearnWorldsFour alternatives
Articulate Rise 360, Easygenerator, Elucidat, iSpring SuiteThree alternatives
Adapt Learning, Easygenerator, GeniallyGrok 4.1 FastArticulate 360Articulate 360Heldagainst: Docebo, TalentLMSArticulate 360, iSpring SuiteH5Pagainst: Articulate Rise 360, iSpring Suiteno first choiceagainst: Adobe Captivate, Articulate 360, MadCap Flare, Mindsmith
Three alternatives
Adobe Captivate, Easygenerator, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteThree alternatives
Adobe Captivate, Easygenerator, ElucidatFive alternatives
ActivePresenter, Adapt Learning, Twine, iSpring Suite, isEazy AuthorFour alternatives
Adobe Captivate, Articulate 360, Elucidat, iSpring SuiteMistral SmalliSpring Suiteagainst: Adobe CaptivateLearnWorlds, ThinkificChangedArticulate 360H5Pno first choiceagainst: Adobe Captivate, Mindsmith
Two alternatives
Intellum Evolve, LectoraFour alternatives
Easygenerator, Kajabi, Teachable, iSpring LearnFour alternatives
Adobe Captivate, Lectora, dominKnow | ONE, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteDeepSeek V4 FlashArticulate 360against: Adobe CaptivateTalentLMSChangedArticulate 360Adobe Captivate, iSpring Suiteagainst: Articulate 360no first choiceagainst: Adobe Captivate, Articulate 360, Articulate Storyline
Two alternatives
Easygenerator, iSpring SuiteTwo alternatives
360Learning, LearnUponSeven alternatives
Adobe Captivate, Camtasia, Easygenerator, Elucidat, Evolve Authoring, dominKnow | ONE, iSpring SuiteOne alternative
H5PFive alternatives
360Learning, Articulate Storyline, Easygenerator, dominKnow | ONE, iSpring SuiteLlama 4 MaverickArticulate Rise 360, Easygenerator, SAP LitmosProProfs Training MakerChangedno first choiceH5Pno first choiceagainst: Adobe Captivate, Canva, Google Docs
Two alternatives
LearnWorlds, ThinkificThree alternatives
Adobe Captivate, Articulate 360, iSpring SuiteQwen 3.7 FlashArticulate 360Docebo, LearnUponChangedArticulate 360H5Pagainst: Adobe Captivate, Articulate 360, Articulate Storylineno first choiceagainst: Adobe Captivate, Lectora
Three alternatives
Adobe Captivate, LearnUpon, iSpring SuiteFive alternatives
360Learning, Absorb LMS, Adobe Captivate, Articulate 360, TalentLMSFour alternatives
Adobe Captivate, Easygenerator, Genially, H5POne alternative
EasygeneratorKimi K2iSpring SuiteArticulate 360ChangedArticulate 360Adapt Learning, H5Pagainst: Articulate 360Elucidat, dominKnow | ONEagainst: Adobe Captivate, Articulate Rise 360, Articulate Storyline, Document360
Two alternatives
Articulate 360, EasygeneratorThree alternatives
Teachable, Thinkific, iSpring SuiteSix alternatives
Adobe Captivate, Camtasia, Elucidat, Intellum Evolve, Lectora, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteFour alternatives
Adobe Captivate, Articulate 360, Easygenerator, iSpring SuiteGLM 4.7 FlashXArticulate 360, iSpring SuiteiSpring Learn, iSpring SuiteChangedArticulate Rise 360, Articulate StorylineH5Pagainst: Adapt Learning, eXeLearningno first choiceagainst: Articulate Rise 360, ChatGPT, Claude, Confluence, Google Docs, Microsoft Word, Vyond
Five alternatives
Adobe Captivate, Easygenerator, Elucidat, Gomo Learning, dominKnow | ONEThree alternatives
360Learning, CYPHER Learning, DoceboFive alternatives
Adobe Captivate, Adobe FrameMaker, DocuWriter.ai, MadCap Flare, iSpring SuiteThree alternatives
Easygenerator, Elai.io, isEazy AuthorMiniMax M2.5Articulate 360iSpring SuiteChangedArticulate 360H5Pno first choicenothing named
Three alternatives
ActivePresenter, Adobe Captivate, iSpring SuiteTwo alternatives
LearnWorlds, SmarterUThree alternatives
Adobe Captivate, Camtasia, iSpring SuiteThree alternatives
Adapt Learning, Elai.io, iSpring SuiteGPT-6 LunaArticulate 360Articulate 360Heldno first choiceH5Pno first choicenothing named
Two alternatives
dominKnow | ONE, iSpring SuiteTwo alternatives
dominKnow | ONE, iSpring SuiteSix alternatives
Adobe Captivate, Articulate Rise 360, Articulate Storyline, Elucidat Create, dominKnow | ONE, iSpring SuiteOne alternative
iSpring SuiteMuse Glimmer 30BArticulate 360Articulate 360HeldArticulate 360 – Storyline 360 + Rise 360, iSpring SuiteiSpring Suiteno first choiceagainst: Adobe Captivate, Articulate Storyline
Two alternatives
Easygenerator, ElucidatFour alternatives
Easygenerator, LearnUpon, TalentLMS, iSpring SuiteFour alternatives
Adobe Captivate, Elucidat, Lectora Inspire, dominKnow | ONEThree alternatives
Adapt Learning, Easygenerator, H5PBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:46 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:15 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:10 | yes | 16 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 25 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:09 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:25 | yes | 20 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:43 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:40 | yes | 15 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:21 | yes | 22 | 101 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:59 | yes | 17 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:43 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:22 | yes | 15 | 47 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:03 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:09 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:46 | yes | 14 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:20 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:41 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:08 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:56 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:13 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:18 | yes | 15 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:18 | yes | 23 | 112 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:18 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:37 | yes | 4 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 23 | 47 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:15 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:23 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:55 | yes | 10 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:39 | yes | 23 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:32 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:57 | yes | 23 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:38 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:12 | yes | 13 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:22 | yes | 19 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:18 | yes | 14 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:44 | yes | 6 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:04 | yes | 15 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:43 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:57 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 19 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:11 | yes | 20 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:48 | yes | 19 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:42 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:17 | yes | 7 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:46 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:41 | yes | 13 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:56 | yes | 25 | 75 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:59 | yes | 10 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:34 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | yes | 20 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:38 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 16 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:49 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:32 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:46 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:46 | yes | 22 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 18 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:19 | yes | 10 | 57 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:15 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:56 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:14 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:04 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:18 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:20 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:01 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:47 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:28 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:03 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:24 | yes | 23 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:07 | yes | 24 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:54 | yes | 9 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:30 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:12 | yes | 19 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Adapt read as Adapt Learning
Articulate Rise read as Articulate Rise 360
CourseBox read as Coursebox AI
Gomo read as Gomo Learning
Litmos read as SAP Litmos
dominKnow read as dominKnow | ONE
iSpring LMS read as iSpring Learn
isEazy read as isEazy Author
Unresolved, counted raw
"All-New" Adobe Captivate (v12 / v13)
360-eLearning
Adobe Captivate Classic (Captivate 2019 / v11)
Adobe Express
Amazon Polly
Articulate 360 – Storyline 360 + Rise 360
Articulate Studio/Presenter
CapCut
CourseArc
Desktop Lectora (Lectora Publisher/Inspire)
DocuWriter.ai
ElevenLabs
Elucidat Create
Open eLearning
ProWritingAid
QuizMaker
Raptivity
Reedsy
Rise
Slice Knowledge
SmartBuilder
Discontinued, still offered
No shut-down product was recommended here.