Course authoring tools for small business buyers
Asked as “elearning authoring tool”, and as “course creation software”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · H5P 14%
21iSpring Suite14H5P11Easygenerator54others
21% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: iSpring Suite (22%) replaces Articulate 360 (20% then, 4% now), 18 points clear, past the 13-point floor.iSpring Suite leads at 22%, replacing Articulate 360, which led at 20% and stands at 4% now: 18 points clear, past the 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.This pageMid-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.Standing →EnterpriseArticulate 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.This pageMid-marketArticulate 36030%Contested▲+4Since September 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseArticulate 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01iSpring Suite21%2%49accepted challenger▲+6Since September 2026: 16% → 22%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 22%
iSpring Suite21%2%49accepted challenger▲+6Since September 2026: 16% → 22%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 22%02
H5P14%13%23accepted challenger▼−2Since September 2026: 14% → 12%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 12%
H5P14%13%23accepted challenger▼−2Since September 2026: 14% → 12%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 12%03
Easygenerator11%0%28accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%
Easygenerator11%0%28accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%04
Thinkific11%0%12accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%
Thinkific11%0%12accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%05
Articulate Rise 3609%13%15accepted challenger▲+6Since September 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 10%
Articulate Rise 3609%13%15accepted challenger▲+6Since September 2026: 4% → 10%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 10%06Articulate 3607%36%39criticized challenger▼−16Since September 2026: 20% → 4%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 4%
Articulate 3607%36%39criticized challenger▼−16Since September 2026: 20% → 4%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 4%07
LearnWorlds4%0%10accepted challenger▼−6Since September 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 4%
LearnWorlds4%0%10accepted challenger▼−6Since September 2026: 10% → 4%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 4%08
Elucidat2%13%15accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Elucidat2%13%15accepted 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 Storyline2%50%10criticized 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%50%10criticized 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 two products at 0%, ordered by negative rate
11
Adobe Captivate0%50%30criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Adobe Captivate0%50%30criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%10
Genially0%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Genially0%10%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01iSpring Suite21%
iSpring Suite21%02H5P14%
H5P14%03Easygenerator11%
Easygenerator11%04Thinkific11%
Thinkific11%05Articulate Rise 3609%
Articulate Rise 3609%06Articulate 3607%
Articulate 3607%07LearnWorlds4%
LearnWorlds4%08Elucidat2%
Elucidat2%09Articulate Storyline2%
Articulate Storyline2%10Genially0%
Genially0%11Adobe Captivate0%
Adobe Captivate0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 and Muse Glimmer 30B 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.
Articulate 36036%
14 of 39 labels negative · 12 of 14 models · 5 hard negative
“Expensive ($1,449–$1,749 per author/year), labeled "overkill for most freelance IDs and small teams."” Grok 4.1 Fast, negative prompt
Adobe Captivate50%
15 of 30 labels negative · 8 of 14 models · 5 hard negative
“small businesses should avoid—or approach with extreme caution—the following ... **Adobe Captivate:** ... notoriously difficult for beginners to learn” Gemini 3.5 Flash, negative prompt
Articulate Storyline50%
5 of 10 labels negative · 5 of 14 models · 2 hard negative
“**High cost** - $1,449–$1,749 per seat per year (significantly more than most alternatives)” Kimi K2, negative prompt
Kajabi57%
4 of 7 labels negative · 4 of 14 models
“strong all-in-one marketing/business platform, but often better for info-products and creator businesses than company training workflows” GPT-5.4 mini, paraphrase 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
77 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. 1023 links across 240 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 · Guideflow35 answers · 45 citations · 10 models
32 answers · 55 citations · 13 models
vendor site · Easygenerator31 answers · 45 citations · 12 models
vendor site · Colossyan29 answers · 36 citations · 10 models
vendor site · LearnWorlds28 answers · 41 citations · 11 models
25 answers · 33 citations · 12 models
23 answers · 23 citations · 10 models
vendor site · GoodHabitz22 answers · 22 citations · 9 models
vendor site · Adobe19 answers · 19 citations · 9 models
vendor site · G217 answers · 24 citations · 11 models
vendor site · Teachfloor17 answers · 19 citations · 9 models
vendor site · Intellum17 answers · 18 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.
28 answers · 12 models
27 answers · 12 models
26 answers · 10 models
22 answers · 9 models
22 answers · 10 models
19 answers · 9 models
18 answers · 10 models
17 answers · 8 models
16 answers · 8 models
16 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| iSpring Suite ispring.com | 21% | 130 | 720 | 36 | 53,048 | $46 | 37 | |
| Articulate Rise articulate.com Articulate Rise 360 9%, Articulate 360 7%, Articulate Storyline 2% | 18% | 122 | 12,100 | 475 | 211,471 company | $863 | 120 | |
| H5P h5p.org | 14% | 42 | 2,900 | 105 | 11,494 | |||
| Thinkific thinkific.com Thinkific 11%, Thinkific Grow 2% | 12% | 95 | 22,200 | 301 | 262,041 | 39 | ||
| Easygenerator easygenerator.com | 11% | 93 | 1,300 | 7 | 15,467 | 55 | ||
| Academy of Mine academyofmine.com | 5% | 14 | 140 | 2 | 2,016 | |||
| TalentLMS talentlms.com | 5% | 348 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| LearnWorlds learnworlds.com | 4% | 83 | 5,400 | 67 | 27,442 | $51 | 69 | |
| Teachable teachable.com | 2% | 46 | 22,200 | 873 | 666,649 | $529 | 42 | |
| Elucidat confirm.com | 2% | 79 | 390 | 6 | 41,991 | 36 | 2 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (elearningindustry.com, intellum.com, ispringsolutions.com). 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 small B2B company?”Paraphrase“Which course creation software would you recommend to a small business that sells to other businesses?”Comparative“What are the top authoring tools for a small team and how do they differ?”Budget-constrained“What is the best elearning authoring tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an elearning authoring tool. What should we look at?”Negative“Which authoring tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Articulate Rise 360Academy of Mine, ThinkificChangedHelp+Manual, HelpNDoc, HelpSmithH5Pno first choiceagainst: Document360, FreshBooks, MadCap Flare, Wave Accounting
Three alternatives
Easygenerator, TalentLMS, iSpring SuiteOne alternative
TalentLMSEight alternatives
BookStack, ClickHelp, Coursebox AI, GitBook, Jamdesk, MadCap Flare, MkDocs Material, TopicaryFive alternatives
360Learning, Adobe Captivate, Colossyan, Coursebox AI, iSpring SuiteGPT-5.4 miniiSpring Suiteagainst: Adobe CaptivateThinkificChangedagainst: KajabiArticulate 360against: Adobe CaptivateiSpring Suiteagainst: Articulate 360no first choicenothing named
One alternative
Articulate 360Two alternatives
LearnWorlds, TeachableTwo alternatives
Elucidat, iSpring SuiteOne alternative
Adobe CaptivateGemini 3.5 FlashArticulate Rise 360TalentLMSChangedArticulate 360ActivePresenteragainst: Adobe Captivate, Articulate 360Articulate Rise 360, Easygeneratoragainst: Adobe Captivate, Articulate Storylineagainst: Adapt Authoring Tool, Adobe Captivate, Articulate 360, Elucidat, H5P, Lectora, dominKnow | ONE, iSpring Suite
Five alternatives
Camtasia, Coassemble, Easygenerator, Synthesia, iSpring SuiteThree alternatives
Academy of Mine, LearnUpon, ThinkificFour alternatives
Easygenerator, Intellum Evolve, iSpring Suite, isEazy AuthorThree alternatives
H5P, iSpring Suite, isEazy AuthorThree alternatives
Coassemble, Genially, SafetyCulturePerplexity SonarEasygeneratoragainst: Articulate 360, GeniallyThinkificChangedagainst: Academy of MineArticulate 360, Articulate Rise 360, EasygeneratorH5Pagainst: Articulateno first choicenothing named
Two alternatives
Adobe Captivate, H5PTwo alternatives
ProProfs Training Maker, TeachableThree alternatives
ClickHelp, HelpNDoc, iSpring SuiteOne alternative
EasygeneratorGrok 4.1 FastEasygeneratorThinkificChangedArticulate 360H5Pagainst: Articulate Rise 360Articulate 360against: Adobe Creative Cloud / Acrobat, Articulate 360, Drupal, Magento Open Source, Shopify Plus, Webflow, Wix
Two alternatives
Articulate Rise 360, iSpring SuiteThree alternatives
Kajabi, LearnWorlds, TeachableFour alternatives
Adapt Authoring, Easygenerator, Elucidat, iSpring SuiteTwo alternatives
Adapt Learning, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteMistral SmallEasygeneratorAcademy of MineChangedArticulate 360, iSpring SuiteEasygenerator, H5Pno first choiceagainst: Articulate 360
Three alternatives
Articulate Rise 360, Genially, SynthesiaThree alternatives
LearnWorlds, Teachable, ThinkificThree alternatives
Author-it, Elucidat, isEazy AuthorDeepSeek V4 FlashiSpring SuiteLearnWorldsChangedagainst: Kajabi, LearnDashArticulate 360, Easygeneratoragainst: MadCap FlareiSpring Suiteagainst: Articulate Rise 360Articulate Storyline, iSpring Suiteagainst: Elucidat, dominKnow | ONEagainst: Adobe Captivate, Articulate 360, Articulate Storyline, Author-it, Lectora, MadCap Flare
Three alternatives
Articulate Rise 360, Easygenerator, H5POne alternative
Academy of MineFive alternatives
Adobe Captivate, Camtasia, ClickHelp, HelpNDoc, iSpring SuiteFour alternatives
Easygenerator, Genially, H5P, MindsmithTwo alternatives
Easygenerator, H5PLlama 4 MaverickArticulate Rise 360TeachableChangedno first choiceEasygenerator, Elucidatagainst: H5Pno first choiceagainst: Articulate 360
Two alternatives
Adobe Captivate, iSpring SuiteFour alternatives
Articulate 360, Kajabi, LearnWorlds, ThinkificThree alternatives
Adobe Captivate, Articulate 360, iSpring SuiteQwen 3.7 FlashArticulate 360, iSpring SuiteKajabiChangedArticulate 360, iSpring Suiteagainst: Adobe CaptivateEdAppagainst: Articulate StorylineiSpring Suiteagainst: Adobe Captivateagainst: Adobe RoboHelp, Articulate 360, MadCap Flare
One alternative
CamtasiaThree alternatives
Academy of Mine, LearnWorlds, ThinkificOne alternative
EasygeneratorFour alternatives
Articulate Rise 360, Genially, H5P, iSpring SuiteOne alternative
Articulate Rise 360Kimi K2Articulate Rise 360against: Adobe CaptivateThinkificChangedagainst: KajabiArticulate 360against: Adobe CaptivateH5P, iSpring Suiteagainst: Twineno first choiceagainst: Adobe Captivate, Articulate 360, Articulate Storyline, H5P, Lectora Inspire, Moodle
Two alternatives
Elai.io, iSpring SuiteFour alternatives
Academy of Mine, TalentLMS, Teachable, iSpring LearnSix alternatives
Confluence, Elucidat, GitBook, Notion, Paligo, iSpring SuiteOne alternative
GeniallyThree alternatives
360Learning, Articulate Rise 360, EasygeneratorGLM 4.7 FlashXiSpring SuiteAcademy of Mine, TalentLMSChangedArticulate 360against: 360Learning, Adobe CaptivateH5Pno first choiceagainst: Adobe Captivate, Articulate 360, Lectora, Legacy Madcap Flare
Two alternatives
Articulate 360, Gomo LearningOne alternative
LearnWorldsTwo alternatives
Synthesia, iSpring SuiteTwo alternatives
Adapt Learning, iSpring SuiteMiniMax M2.5iSpring SuiteLearnWorlds, ThinkificChangedagainst: Kajabino first choiceiSpring Suiteno first choiceagainst: Adobe Captivate, Articulate 360
Three alternatives
Articulate 360, Easygenerator, MindsmithThree alternatives
Academy of Mine, LearnDash, TeachableOne alternative
CamtasiaGPT-6 LunaArticulate 360Thinkific GrowChangedArticulate 360H5Pagainst: H5P.comno first choicenothing named
One alternative
iSpring SuiteTwo alternatives
Articulate 360, LearnWorldsThree alternatives
Adobe Captivate, H5P, iSpring SuiteOne alternative
iSpring SuiteMuse Glimmer 30BArticulate 360, iSpring SuiteTalentLMSChangedArticulate 360, iSpring SuiteH5Pagainst: Articulate 360no first choiceagainst: Adobe Captivate, Articulate 360, Articulate Storyline, Byword, Jasper, Writer
Two alternatives
Easygenerator, H5PThree alternatives
LearnWorlds, Skilljar, ThinkificThree alternatives
Adobe Captivate, Articulate Storyline, EasygeneratorOne alternative
iSpring SuiteBold 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 08:38 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:13 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:29 | yes | 18 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:05 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:25 | yes | 21 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:43 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:09 | yes | 9 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:13 | yes | 13 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:42 | yes | 20 | 114 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 15 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:32 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:02 | yes | 25 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:24 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:28 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | yes | 13 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:44 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:51 | yes | 24 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:28 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:01 | yes | 15 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:45 | yes | 25 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:16 | yes | 5 | 41 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:23 | yes | 4 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:28 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:16 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 13 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:32 | yes | 21 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:54 | yes | 24 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:56 | yes | 10 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:07 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | yes | 14 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:50 | no | 0 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:47 | yes | 24 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 18 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:25 | yes | 4 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:56 | yes | 14 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:52 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:50 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:16 | yes | 26 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:57 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:16 | yes | 18 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:24 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:22 | yes | 22 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:41 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:10 | yes | 11 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 25 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:37 | yes | 5 | 7 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:36 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:36 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:42 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:33 | yes | 9 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:49 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:41 | yes | 17 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:22 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 21 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:13 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:04 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:09 | yes | 14 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 21 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 10 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:57 | yes | 2 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:33 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:33 | yes | 2 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:10 | yes | 8 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:40 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:01 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:40 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 24 | 65 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | yes | 15 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:07 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:13 | yes | 18 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 17 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:47 | no | 0 | 4 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:21 | yes | 18 | 38 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
Articulate Rise read as Articulate Rise 360
Coursebox read as Coursebox AI
Gomo read as Gomo Learning
dominKnow read as dominKnow | ONE
isEazy read as isEazy Author
Unresolved, counted raw
Adapt Authoring (Open-Source)
Adapt Authoring Tool
Adobe Creative Cloud / Acrobat
Document360 Eddy AI
Docusaurus
Dr.Explain
Eloquent
Evolve Learning
GIMP
H5P.com
Hostinger
HubSpot Breeze Knowledge Base Agent
Inkscape
Jamdesk
Legacy Madcap Flare
Magento Open Source
MkDocs
MkDocs Material
Oxygen XML
Oxygen XML Author
Paradiso Authoring Tool
Pdf.net
ProProfs KB
Thinkific Grow
Topicary
Wave Accounting
WordPress.com
Discontinued, still offered
No shut-down product was recommended here.