Course authoring tools for enterprise buyers
Asked as “elearning authoring tool”, and as “course creation software”, on behalf of an enterprise B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Elucidat 21%
33Articulate 36021Elucidat18Easygenerator28others
33% of first choices, contested.
Since September 2026▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.Articulate 360 held the lead, −21 points on 52%, 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.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.Standing →EnterpriseArticulate 36033%Contested▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.This page
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.Standing →EnterpriseArticulate 36033%Contested▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Articulate 36033%20%50endorsed leader▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.52% → 31%
Articulate 36033%20%50endorsed leader▼−21Since September 2026: 52% → 31%, −21 points. Past the 13-point floor: movement. Read over the models both editions asked.52% → 31%02
Elucidat21%2%50accepted challenger▲+17Since September 2026: 5% → 22%, +17 points. Past the 13-point floor: movement. Read over the models both editions asked.5% → 22%
Elucidat21%2%50accepted challenger▲+17Since September 2026: 5% → 22%, +17 points. Past the 13-point floor: movement. Read over the models both editions asked.5% → 22%03
Easygenerator18%0%35accepted challenger▲+7Since September 2026: 10% → 17%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 17%
Easygenerator18%0%35accepted challenger▲+7Since September 2026: 10% → 17%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 17%04
Docebo8%29%14criticized challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%
Docebo8%29%14criticized challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 9%05
dominKnow | ONE5%6%32accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%
dominKnow | ONE5%6%32accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%06
Articulate Rise 3603%20%10accepted challenger▲+1Since September 2026: 2% → 4%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
Articulate Rise 3603%20%10accepted challenger▲+1Since September 2026: 2% → 4%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%07
Adobe Captivate2%21%43accepted 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%21%43accepted challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%08Lectora2%19%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%
09
Cornerstone OnDemand2%40%10criticized challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%
Cornerstone OnDemand2%40%10criticized challenger▼−3Since September 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%Show the one product at 0%, ordered by negative rate
10iSpring Suite0%4%28accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
iSpring Suite0%4%28accepted 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 →
01020304050607L08
0910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Articulate 36033%
Articulate 36033%02Elucidat21%
Elucidat21%03Easygenerator18%
Easygenerator18%04Docebo8%
Docebo8%05dominKnow | ONE5%
dominKnow | ONE5%06Articulate Rise 3603%
Articulate Rise 3603%07Adobe Captivate2%
Adobe Captivate2%08Lectora2%
09Cornerstone OnDemand2%
Cornerstone OnDemand2%10iSpring Suite0%
iSpring Suite0%What they warned about
Two 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, GLM 4.7 FlashX, MiniMax M2.5 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.
Adobe Captivate21%
9 of 43 labels negative · 8 of 14 models · 4 hard negative
“eLearning/Course Authoring Tools Lacking Enterprise Fit (e.g., Adobe Captivate... Why avoid/caution? High costs at scale” Grok 4.1 Fast, negative prompt
Articulate 36020%
10 of 50 labels negative · 8 of 14 models
“it can become difficult to manage version control and collaboration for hundreds of users compared to Elucidat” Qwen 3.7 Flash, paraphrase prompt
Microsoft Word100%
5 of 5 labels negative · 5 of 14 models · 4 hard negative
“Consumer-Grade or Office Productivity Tools (e.g., Microsoft Word, PowerPoint, Google Docs/Slides) - Why avoid/caution? These become unstable and inefficient at scale” Grok 4.1 Fast, negative prompt
Cornerstone OnDemand40%
4 of 10 labels negative · 4 of 14 models · 3 hard negative
“built-in LMS tools like those in Docebo/Cornerstone ... Native LMS builders lock you into their ecosystem” Grok 4.1 Fast, negative 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
78 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. 1141 links across 279 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 · Guideflow42 answers · 61 citations · 11 models
vendor site · Easygenerator40 answers · 83 citations · 11 models
35 answers · 49 citations · 12 models
vendor site · Colossyan32 answers · 35 citations · 10 models
22 answers · 27 citations · 12 models
vendor site · LearnWorlds22 answers · 24 citations · 12 models
vendor site · Intellum21 answers · 21 citations · 10 models
vendor site · Confirm18 answers · 20 citations · 9 models
vendor site · Articulate17 answers · 24 citations · 8 models
16 answers · 17 citations · 11 models
14 answers · 14 citations · 9 models
vendor site · Teachfloor13 answers · 15 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
30 answers · 11 models
26 answers · 9 models
20 answers · 10 models
18 answers · 11 models
17 answers · 8 models
16 answers · 11 models
16 answers · 9 models
15 answers · 8 models
15 answers · 9 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 360 articulate.com Articulate 360 33%, Articulate Rise 360 3%, Articulate Frontline 2%, Articulate Storyline 0% | 38% | 122 | 12,100 | 475 | 211,471 | $863 | 120 | |
| Elucidat confirm.com | 21% | 79 | 390 | 6 | 41,991 | 36 | 2 | |
| Easygenerator easygenerator.com | 18% | 93 | 1,300 | 7 | 15,467 | 55 | ||
| Docebo docebo.com | 8% | 351 | 9,900 | 242 | 98,677 | 15 | ||
| dominKnow dominknow.com dominKnow | ONE 5% | 5% | 50 | 4,289 company | 8 | ||||
| Adobe adobe.com Adobe Captivate 2%, Adobe Learning Manager 2%, Adobe 0% | 3% | 109 | 1,220,000 | 117,563 | 242,010,966 | $9,855 | 119 | |
| Lectora | 2% | 880 | 99 | |||||
| Gomo gomolearning.com Gomo Learning 2% | 2% | 15 | 50 | 2 | 108 | |||
| Academy of Mine academyofmine.com | 2% | 14 | 140 | 2 | 2,016 | |||
| Cornerstone cornerstoneondemand.com Cornerstone OnDemand 2% | 2% | 283 | 165,000 | 17,999 | 33,785 company | $428 | 100 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (confirm.com, 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 an enterprise B2B company?”Paraphrase“Which course creation software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade authoring tools and how do they differ?”Budget-constrained“What is the best elearning authoring tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an elearning authoring tool. What should we look at?”Negative“Which authoring tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Articulate 360no first choiceChangedArticulate 360Articulate 360, Elucidatno first choicenothing named
Six alternatives
Adobe Captivate, Articulate Rise 360, Articulate Storyline, Elucidat, Gomo Learning, dominKnow | ONEFive alternatives
Adobe Captivate, Elucidat, Gomo Learning, Lectora, iSpring SuiteOne alternative
KonstantlyGPT-5.4 miniArticulate 360dominKnow | ONEChangedArticulate 360Elucidatno first choicenothing named
Five alternatives
Adobe Captivate, Adobe Learning Manager, Elucidat, dominKnow | ONE, iSpring SuiteThree alternatives
Adobe Captivate, Articulate 360, ElucidatFive alternatives
Adobe Captivate, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteOne alternative
Adobe CaptivateGemini 3.5 FlashArticulate 360Articulate 360, ElucidatChangedArticulate 360Adobe Captivate, Easygeneratoragainst: H5PArticulate 360against: Adobe Captivate, Lectora
Three alternatives
Easygenerator, Elucidat, dominKnow | ONEThree alternatives
Absorb LMS, Docebo, WorkRampFive alternatives
Adobe Captivate, Easygenerator, Elucidat, Evolve Authoring, dominKnow | ONEThree alternatives
Articulate 360, Elucidat, iSpring SuiteThree alternatives
Easygenerator, Elucidat, dominKnow | ONEPerplexity SonarArticulate 360DoceboChangedArticulate 360Easygeneratoragainst: Articulate 360, Lectora, dominKnow | ONEno first choicenothing named
Three alternatives
Easygenerator, Elucidat, dominKnow|ONEThree alternatives
Absorb LMS, Easygenerator, iSpring LearnThree alternatives
Easygenerator, Synthesia, iSpring SuiteOne alternative
ElucidatGrok 4.1 FastArticulate 360DoceboChangedagainst: Articulate Storyline, TeachableArticulate 360Articulate 360, Easygeneratoragainst: Docebo CreateElucidatagainst: Adalo, Adobe Captivate, Adobe RoboHelp, Airtable, Articulate Storyline, Author-it, Bubble, Copy.ai, Cornerstone OnDemand, Docebo, Glide, Google Docs, Google Slides, Jasper, MadCap Flare, Microsoft PowerPoint, Microsoft Word, Writesonic
Five alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, iSpring SuiteTwo alternatives
Absorb LMS, Cornerstone OnDemandSix alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteOne alternative
ElucidatFive alternatives
Articulate 360, Colossyan, Easygenerator, Paradiso, SynthesiaMistral SmallEasygenerator, Elucidatagainst: Articulate Rise 360Academy of MineChangedno first choiceagainst: Lectora InspireEasygenerator, Elucidatagainst: Articulate 360, Lectorano first choiceagainst: 360Learning, Adobe Captivate, Articulate 360, Cornerstone OnDemand, Docebo
Two alternatives
Coursebox AI, LearnWorldsDeepSeek V4 FlashElucidatDoceboChangedArticulate 360Easygeneratoragainst: Articulate 360, dominKnow | ONEArticulate Rise 360against: 360Learning, Adobe Captivate, Articulate Rise 360, Articulate Storyline, Copy.ai, Cornerstone OnDemand, Docebo, Jasper, Microsoft PowerPoint, Microsoft Word
Three alternatives
Articulate 360, Easygenerator, iSpring SuiteFour alternatives
360Learning, Absorb LMS, Adobe Learning Manager, SAP LitmosSeven alternatives
Adobe Captivate, Easygenerator, Elucidat, Gomo Learning, Lectora, dominKnow | ONE, iSpring SuiteOne alternative
ElucidatFive alternatives
Adobe Captivate, Articulate Storyline, Elucidat, dominKnow | ONE, iSpring SuiteLlama 4 MaverickEasygeneratorno first choiceChangedno first choiceArticulate 360, Elucidat, dominKnow | ONEno first choiceagainst: Confluence, Google Docs, Microsoft Word
Three alternatives
Articulate Rise 360, Create by Confirm, ElucidatQwen 3.7 FlashArticulate 360, ElucidatElucidatChangedagainst: Articulate 360Articulate 360Articulate Frontlineagainst: Articulate 360Articulate 360, Elucidatagainst: Adobe Captivateagainst: Camtasia, Confluence, Loom, Moodle, Notion, ScreenFlow, SharePoint, Storyline Editor, WordPress plugins
Three alternatives
Adobe Captivate, Easygenerator, iSpring SuiteThree alternatives
Absorb LMS, Adobe Captivate, DoceboThree alternatives
Adobe Captivate, Elucidat, LectoraFour alternatives
Articulate Storyline, Easygenerator, Elucidat, dominKnow | ONETwo alternatives
Articulate Rise 360, EasygeneratorKimi K2Articulate 360Articulate 360HeldArticulate 360Easygeneratoragainst: Articulate 360Articulate 360, Elucidat, Lectoranothing named
Six alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteThree alternatives
360Learning, Docebo, iSpring SuiteSix alternatives
Adobe Captivate, Elucidat, Gomo Learning, Lectora, dominKnow | ONE, iSpring SuiteTwo alternatives
Elucidat, dominKnow | ONEGLM 4.7 FlashXArticulate 360Adobe Learning Manager, DoceboChangedAtlassian Confluence, Notionagainst: Oracle Content ManagementGomo Learningagainst: Articulate 360, Elucidatno first choiceagainst: Basic Confluence pages, Google Docs, Microsoft Word, WordPress
Three alternatives
Elucidat, Gomo Learning, dominKnow | ONETwo alternatives
Cornerstone OnDemand, SAP LitmosEight alternatives
Adobe FrameMaker, Bloomfire, Drupal, GitBook, MadCap Flare, ReadMe, Starmind, WordPress VIPFour alternatives
Adobe Captivate, Easygenerator, dominKnow | ONE, iSpring SuiteMiniMax M2.5Articulate 360Cornerstone OnDemand, DoceboChangedno first choiceagainst: VismeEasygeneratorArticulate Rise 360against: 360Learning, Adobe Captivate, Articulate 360, Byword, Cornerstone OnDemand, Docebo, Kimi K2, Koala, MadCap Flare, Markdown, Microsoft Word
One alternative
SynthesiaTwo alternatives
Coursebox AI, SAP SuccessFactors LearningTwo alternatives
Elucidat, dominKnow | ONETwo alternatives
Adobe Captivate, iSpring SuiteGPT-6 LunaArticulate 360Articulate 360HeldArticulate 360dominKnow | ONEagainst: Articulateno first choiceagainst: Adobe Captivate, Adobe Captivate Classic, H5P
One alternative
dominKnow | ONETwo alternatives
Adobe Captivate, dominKnow | ONEFour alternatives
Adobe Captivate, Elucidat Author, dominKnow | ONE, iSpring SuiteOne alternative
AdobeMuse Glimmer 30BArticulate 360, EasygeneratorElucidatChangedArticulate 360, Articulate Storyline, Elucidat, dominKnow | ONEagainst: Adobe CaptivateEasygeneratoragainst: Articulate 360no first choiceagainst: Adobe Captivate, Articulate 360 – Storyline / Rise, iSpring Suite
One alternative
Adobe CaptivateFour alternatives
Articulate 360, Docebo, dominKnow | ONE, iSpring SuiteTwo alternatives
Articulate Rise 360, EasygeneratorOne alternative
dominKnow | ONEBold 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 09:44 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:43 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:13 | yes | 16 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:46 | yes | 19 | 7 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:41 | yes | 25 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:08 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:58 | yes | 16 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:21 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:40 | yes | 10 | 62 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:09 | yes | 15 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:18 | yes | 14 | 82 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:03 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 21 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:45 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:09 | yes | 17 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:08 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:39 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:18 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:30 | yes | 10 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:45 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:07 | yes | 24 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:08 | yes | 15 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:10 | yes | 25 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:49 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:20 | yes | 16 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 19 | 8 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 24 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:33 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:37 | yes | 23 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:04 | yes | 25 | 102 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:08 | yes | 24 | 76 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:41 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:07 | yes | 20 | 51 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:07 | yes | 15 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:38 | yes | 24 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:38 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:44 | yes | 20 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:15 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:00 | yes | 8 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:47 | yes | 14 | 67 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:24 | yes | 24 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:26 | yes | 20 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:43 | yes | 17 | 68 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:31 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:58 | yes | 18 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:57 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:00 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:11 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:41 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:58 | yes | 15 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:21 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:06 | yes | 24 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:39 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | yes | 25 | 84 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:49 | yes | 15 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:59 | yes | 15 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:00 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:40 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:26 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:49 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:44 | no | 0 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:57 | yes | 21 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:02 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:07 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:02 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:29 | yes | 24 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:17 | no | 0 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:23 | yes | 15 | 18 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:44 | yes | 23 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:28 | yes | 10 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:38 | yes | 18 | 40 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
Cornerstone read as Cornerstone OnDemand
Gomo read as Gomo Learning
Litmos read as SAP Litmos
PowerPoint read as Microsoft PowerPoint
SAP SuccessFactors read as SAP SuccessFactors Learning
Sana read as Sana Learn
dominKnow read as dominKnow | ONE
iSpring LMS read as iSpring Learn
Unresolved, counted raw
Absorb LMS content tooling
Adalo
Adobe Captivate Classic
Adobe Experience Manager
Articulate 360 – Storyline / Rise
Articulate Frontline
Basic Confluence pages (without configuration)
Bloomfire
Create by Confirm (Elucidat)
Docebo Create
Elucidat Author
Heretto
Koala
Markdown
Oracle Content Management (OCM)
ScreenFlow
Sitecore
Starmind
Storyline Editor
TrySight (Enterprise Content Automation)
WordPress VIP
WordPress plugins
Writesonic
dominKnow|ONE
Discontinued, still offered
No shut-down product was recommended here.