Index › HR › Learning and development › Course authoring tools › Small business · November 2026 Edition
Course authoring tools for small business buyers
Asked as “elearning authoring tool”, and as “course creation software”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Articulate 360 15%
26iSpring Suite15Articulate 36011H5P47others
26% of first choices, contested.
Since October 2026▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.iSpring Suite held the lead, +5 points on 21%, 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 Suite26%Contested▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.This pageMid-market
Articulate 36027%Contested▼−3Since October 2026: 30% → 27%, −3 points. Inside the 13-point floor: within noise.Standing →EnterpriseArticulate 36049%Clear leader▲+16Since October 2026: 33% → 49%, +16 points. Past the 13-point floor: movement.Standing →
iSpring Suite26%Contested▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.This pageMid-marketArticulate 36027%Contested▼−3Since October 2026: 30% → 27%, −3 points. Inside the 13-point floor: within noise.Standing →EnterpriseArticulate 36049%Clear leader▲+16Since October 2026: 33% → 49%, +16 points. Past the 13-point floor: movement.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 October 2026
01iSpring Suite26%9%57accepted challenger▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.21% → 26%
iSpring Suite26%9%57accepted challenger▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.21% → 26%02Articulate 36015%28%40criticized challenger▲+8Since October 2026: 7% → 15%, +8 points. Inside the 13-point floor: within noise.7% → 15%
Articulate 36015%28%40criticized challenger▲+8Since October 2026: 7% → 15%, +8 points. Inside the 13-point floor: within noise.7% → 15%03
H5P11%0%14accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%
H5P11%0%14accepted challenger▼−3Since October 2026: 14% → 11%, −3 points. Inside the 13-point floor: within noise.14% → 11%04
Easygenerator8%0%34accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 13-point floor: within noise.11% → 8%
Easygenerator8%0%34accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 13-point floor: within noise.11% → 8%05
TalentLMS8%7%14accepted challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 13-point floor: within noise.5% → 8%
TalentLMS8%7%14accepted challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 13-point floor: within noise.5% → 8%06
Thinkific6%8%13accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 13-point floor: within noise.11% → 6%
Thinkific6%8%13accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 13-point floor: within noise.11% → 6%07
Articulate Rise 3604%14%14accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%
Articulate Rise 3604%14%14accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise.9% → 4%08
Articulate Storyline2%30%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Articulate Storyline2%30%10criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
11
MadCap Flare0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
MadCap Flare0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10Lectora0%46%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
09
Adobe Captivate0%41%44criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Adobe Captivate0%41%44criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Articulate 360 vs EasygeneratorArticulate 360 vs TalentLMSArticulate 360 vs Adobe CaptivateArticulate 360 vs Articulate StorylineH5P vs iSpring SuiteH5P vs 360LearningH5P vs EasygeneratorH5P vs TalentLMSH5P vs Adobe CaptivateH5P vs Articulate StorylineiSpring Suite vs 360LearningiSpring Suite vs EasygeneratoriSpring Suite vs TalentLMSiSpring Suite vs Adobe CaptivateiSpring Suite vs Articulate Storyline360Learning vs Easygenerator360Learning vs TalentLMS360Learning vs Adobe Captivate360Learning vs Articulate StorylineEasygenerator vs TalentLMSEasygenerator vs Adobe CaptivateEasygenerator vs Articulate StorylineTalentLMS vs Adobe CaptivateTalentLMS vs Articulate StorylineAdobe Captivate vs Articulate Storyline
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 →
010203040506070809L10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01iSpring Suite26%
iSpring Suite26%02Articulate 36015%
Articulate 36015%03H5P11%
H5P11%04Easygenerator8%
Easygenerator8%05TalentLMS8%
TalentLMS8%06Thinkific6%
Thinkific6%07Articulate Rise 3604%
Articulate Rise 3604%08Articulate Storyline2%
Articulate Storyline2%09Adobe Captivate0%
Adobe Captivate0%10Lectora0%
11MadCap Flare0%
MadCap Flare0%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 4.20, 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 36028%
11 of 40 labels negative · 9 of 14 models · 6 hard negative
“Avoid unless you have significant budget and dedicated staff. Tools like Articulate 360, while popular in corporate settings, often come with: High per-user costs” MiniMax M2.5, negative prompt
Adobe Captivate41%
18 of 44 labels negative · 9 of 14 models · 4 hard negative
“Avoid industry-standard giants like Articulate 360 (Storyline/Rise) or Adobe Captivate until your budget grows.” Gemini 3.5 Flash, budget prompt
Lectora
46%
6 of 13 labels negative · 6 of 14 models
“Enterprise desktop suites with high per-author annual fees and learner caps — Articulate 360 / Storyline + Rise, Adobe Captivate, Lectora” Muse Glimmer 30B, negative prompt
MadCap Flare70%
7 of 10 labels negative · 5 of 14 models
“MadCap Flare or other enterprise help-authoring systems, unless documentation is complex and highly structured. ... can be excessive for a small documentation project” Perplexity Sonar, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
67 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. 722 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. 8 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 · Easygenerator34 answers · 37 citations · 13 models
31 answers · 43 citations · 12 models
31 answers · 40 citations · 11 models
28 answers · 28 citations · 9 models
23 answers · 24 citations · 10 models
18 answers · 31 citations · 6 models
vendor site · G217 answers · 25 citations · 8 models
vendor site · Guideflow16 answers · 19 citations · 6 models
15 answers · 17 citations · 10 models
14 answers · 14 citations · 9 models
vendor site · LearnWorlds12 answers · 20 citations · 10 models
10 answers · 11 citations · 7 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.
32 answers · 11 models
28 answers · 9 models
22 answers · 10 models
16 answers · 8 models
14 answers · 9 models
13 answers · 9 models
8 answers · 6 models
8 answers · 6 models
8 answers · 7 models
7 answers · 6 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 |
|---|---|---|---|---|---|---|---|
| iSpring Suite ispring.com iSpring Suite 26%, iSpring Learn 2% | 28% | 136 | 720 | 36 | 53,048 | $46 | 37 |
| Articulate 360 articulate.com Articulate 360 15%, Articulate Rise 360 4%, Articulate Storyline 2% | 21% | 125 | 12,100 | 475 | 211,471 | $863 | 120 |
| H5P h5p.org | 11% | 27 | 2,900 | 105 | 11,494 | ||
| Easygenerator easygenerator.com | 8% | 94 | 1,300 | 7 | 15,467 | 55 | |
| TalentLMS talentlms.com | 8% | 421 | 8,100 | 103 | 82,431 | $1,179 | 119 |
| LearnWorlds learnworlds.com | 8% | 65 | 5,400 | 67 | 27,442 | $51 | 69 |
| Thinkific thinkific.com Thinkific 6%, Thinkific Grow 2% | 8% | 76 | 22,200 | 301 | 262,041 | 39 | |
| Teachable teachable.com | 2% | 32 | 22,200 | 873 | 666,649 | $529 | 42 |
| Kajabi kajabi.com | 2% | 32 | 40,500 | 884 | 40,509 | 103 | |
| Academy of Mine academyofmine.com | 2% | 17 | 140 | 2 | 2,016 |
Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (elearningindustry.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 4.5no first choiceAcademy of MineChangedArticulate Rise 360H5Pno first choiceagainst: MadCap Flare
Three alternatives
Kajabi, LearnDash, ThinkificSix alternatives
BookStack, H5P, Help+Manual, Notion, ProProfs Knowledge Base, iSpring SuiteThree alternatives
Adobe Captivate, Easygenerator, iSpring SuiteGPT-5.4 miniiSpring SuiteThinkificChangedArticulate 360Articulate Rise 360, iSpring Suiteagainst: Elucidat, Gomo Learningno first choicenothing named
Three alternatives
Articulate 360, Easygenerator, MindsmithTwo alternatives
Kajabi, TalentLMSFive alternatives
Adobe Captivate, Camtasia, Gomo Learning, Lectora, iSpring SuiteOne alternative
Adapt LearningGemini 3.5 FlashArticulate 360TalentLMSChangedagainst: Skilljar, WorkRampArticulate 360against: Adobe CaptivateiSpring Suiteagainst: Adobe Captivate, Articulate 360Articulate 360against: Adobe Captivate, Articulate Storyline, Elucidat, Lectora, Raw Adapt Framework, dominKnow | ONE, iSpring Suite
Three alternatives
Coassemble, Easygenerator, iSpring SuiteThree alternatives
LearnWorlds, Thinkific, WordPressFour alternatives
7taps, Coassemble, Easygenerator, iSpring SuiteThree alternatives
ActivePresenter, Genially, H5PFour alternatives
7taps, Coassemble, Easygenerator, iSpring SuitePerplexity SonarEasygeneratoragainst: Adobe CaptivateThinkificChangedArticulate Rise 360H5Pagainst: Articulate 360no first choiceagainst: Adobe Captivate, Lectora, MadCap Flare, iSpring Suite
Three alternatives
Articulate 360, FLOWSPARKS, iSpring SuiteFour alternatives
BrainCert, LearnWorlds, TalentLMS, TeachableFour alternatives
Articulate Storyline, Easygenerator, Mindsmith, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteGrok 4.20Easygeneratoragainst: Adobe CaptivateLearnWorldsChangedagainst: Absorb LMS, Docebo, Kajabi, TeachableArticulate 360against: Compozer, MadCap Flare, Paligo, TalentLMSH5P, iSpring Suiteagainst: Adobe Captivate, Articulate 360Articulate Storylineagainst: Adobe Captivate or RoboHelp, Articulate 360, Canva, Google Docs, Google Slides, Lectora, MadCap Flare
Four alternatives
360Learning, Articulate 360, TalentLMS, iSpring SuiteTwo alternatives
TalentLMS, ThinkificFive alternatives
Adobe Captivate, Articulate Rise 360, Easygenerator, Lectora, iSpring SuiteTwo alternatives
Easygenerator, Elai.ioFour alternatives
Adobe Captivate, Elucidat, Rise, iSpring SuiteMistral SmallArticulate 360against: Adobe CaptivateTalentLMS, iSpring LearnChangedEasygenerator, iSpring Suiteagainst: LectoraEasygenerator, iSpring Suiteagainst: Articulate Rise 360no first choiceagainst: Adobe Captivate, Articulate 360, Articulate Storyline
Two alternatives
Easygenerator, iSpring SuiteThree alternatives
LearnWorlds, Thinkific, Tovuti LMSThree alternatives
Adobe Captivate, Articulate 360, ElucidatOne alternative
Adobe CaptivateDeepSeek V4 FlashiSpring SuiteLearnWorldsChangedArticulate 360against: MadCap Flare, PaligoiSpring Suiteagainst: ArticulateArticulate 360against: Adobe Captivateagainst: Adobe Captivate, Articulate 360, Lectora, dominKnow | ONE, iSpring Suite
Two alternatives
Articulate 360, EasygeneratorTwo alternatives
LearningCart, TalentLMSNine alternatives
Adobe Captivate, ClickHelp, Coassemble, Document360, Easygenerator, GitBook, HelpNDoc, Lectora, iSpring SuiteFour alternatives
ActivePresenter, Adobe Captivate, H5P, SlideSpeakTwo alternatives
Easygenerator, iSpring SuiteLlama 4 Maverickno first choiceArticulate 360Changedno first choiceno first choiceno first choicenothing named
Three alternatives
LearnWorlds, Teachable, ThinkificQwen 3.7 FlashiSpring SuiteTalentLMSChangedArticulate Rise 360against: Adobe CaptivateiSpring Suiteagainst: Articulate Rise 360no first choiceagainst: Adobe Captivate, Articulate 360
Three alternatives
Articulate 360, Easy Generator, ElucidatTwo alternatives
Thinkific, iSpring SuiteThree alternatives
EdApp, H5P, VyondThree alternatives
ActivePresenter, Genially, H5PSix alternatives
360Learning, Adobe Captivate, Articulate Storyline, EdApp, TalentLMS, iSpring SuiteKimi K2iSpring SuiteLearnWorlds, TalentLMSChangedArticulate 360against: Adobe Captivate, Confluence, MadCap Flare, PaligoH5P, iSpring Suiteagainst: Articulate 360Easygeneratoragainst: Adobe Captivate, Articulate Storylineagainst: 1min.AI, Adobe Captivate, Adobe Experience Manager, Articulate 360, Copy.ai, Elucidat, Heretto, Hootsuite, Jasper, MadCap Flare, MadCap IXIA CCMS, Optimizely, RWS Tridion Docs, Sitecore, Synthesia, Vizard
Four alternatives
360Learning, Adobe Captivate, Articulate 360, EasygeneratorTwo alternatives
Teachable, ThinkificSix alternatives
Archbee, ClickHelp, Document360, Easygenerator, GitBook, iSpring SuiteTwo alternatives
Adobe Captivate, isEazy AuthorSeven alternatives
Articulate 360, Articulate Rise 360, Elucidat, GoSkills, Synthesia, dominKnow\|ONE, iSpring SuiteGLM 4.7 FlashXArticulate 360Kajabi, TeachableChangedagainst: Udemy BusinessGitBook, GitLab Pages / GitHub Pagesagainst: Adobe RoboHelpH5Pno first choicenothing named
Three alternatives
Adobe Captivate, Easygenerator, iSpring SuiteTwo alternatives
LearningCart, ThinkificSeven alternatives
ClickHelp, Confluence, Document360, HelpNDoc, MadCap Flare, Notion, PaligoFive alternatives
Articulate Rise 360, Elai.io, Open eLearning, Udutu, iSpring SuiteMiniMax M2.5iSpring Suiteagainst: Adobe CaptivateThinkificChangedArticulate 360GetResponseno first choiceagainst: Articulate 360
Two alternatives
Articulate 360, EasygeneratorThree alternatives
Kajabi, LearnWorlds, TeachableThree alternatives
360Learning, Adobe Captivate, iSpring SuiteThree alternatives
Canva, Easygenerator, iSpring SuiteGPT-6 LunaArticulate 360Thinkific GrowChangedArticulate 360eXeLearningagainst: iSpring Suiteno first choicenothing named
Two alternatives
Adobe Captivate, iSpring SuiteTwo alternatives
LearnWorlds Learning Center, TalentLMSFour alternatives
Adobe Captivate, Easygenerator, H5P, iSpring SuiteOne alternative
H5PMuse Glimmer 30BArticulate 360, Articulate Rise 360LearnWorldsChangedagainst: Kajabi, Teachable, ThinkificArticulate Rise 360H5P, iSpring Suiteno first choiceagainst: Adobe Captivate, Articulate 360, Lectora, iSpring Suite
Three alternatives
360Learning, Easygenerator, iSpring SuiteOne alternative
TalentLMSFour alternatives
Adobe Captivate, Articulate Storyline, Easygenerator, iSpring SuiteThree alternatives
Adobe Captivate, Coassemble, EasygeneratorBold 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.
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 | 2026-11-01 08:39 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:18 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:02 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:43 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:42 | yes | 20 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 12 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:08 | yes | 24 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:41 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:50 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 12 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:03 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:39 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 9 | 39 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:55 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 24 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:52 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:47 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 15 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:14 | yes | 10 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | yes | 10 | 64 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:23 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:25 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:02 | no | 0 | 12 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:03 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:39 | yes | 21 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:29 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:49 | yes | 19 | 72 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:42 | yes | 22 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:05 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 5 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | no | 0 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:00 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:01 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 24 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:33 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:37 | yes | 23 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:56 | yes | 10 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:28 | yes | 9 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | yes | 18 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:48 | yes | 12 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:51 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:35 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 5 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 20 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:42 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 14 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:30 | yes | 14 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:52 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:33 | yes | 9 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 12 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:32 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 25 | 59 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:12 | yes | 19 | 156 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:56 | yes | 9 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 23 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Absorb read as Absorb LMS
Adapt read as Adapt Learning
Articulate Rise read as Articulate Rise 360
Gomo read as Gomo Learning
dominKnow read as dominKnow | ONE
iSpring LMS read as iSpring Learn
isEazy read as isEazy Author
Unresolved, counted raw
1min.AI
Adobe Captivate or RoboHelp
Adobe Experience Manager
Archbee
CurrikiStudio
Dr. Explain
Frase
GitLab Pages / GitHub Pages
LearnWorlds Learning Center
MadCap IXIA CCMS
NeuronWriter
Open eLearning
Optimizely
ProProfs Knowledge Base
Raw Adapt Framework (open-source)
Scratch
Thinkific Grow
Vizard
dominKnow\|ONE
imc Express
Discontinued, still offered
No shut-down product was recommended here.