Course authoring tools for enterprise buyers
Asked as “elearning authoring tool”, and as “course creation software”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
49%
Clear leader
49Articulate 36011Docebo09Easygenerator32others
49% of first choices, clear leader.
Since October 2026▲+16Since October 2026: 33% → 49%, +16 points. Past the 13-point floor: movement.Articulate 360 held the lead, +16 points on 33%, 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 Suite26%Contested▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.Standing →Mid-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.This page
iSpring Suite26%Contested▲+5Since October 2026: 21% → 26%, +5 points. Inside the 13-point floor: within noise.Standing →Mid-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.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 October 2026
01Articulate 36049%11%54endorsed leader▲+16Since October 2026: 33% → 49%, +16 points. Past the 13-point floor: movement.33% → 49%
Articulate 36049%11%54endorsed leader▲+16Since October 2026: 33% → 49%, +16 points. Past the 13-point floor: movement.33% → 49%02
Docebo11%6%17accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 13-point floor: within noise.8% → 11%
Docebo11%6%17accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 13-point floor: within noise.8% → 11%03
Elucidat9%5%37accepted challenger▼−12Since October 2026: 21% → 9%, −12 points. Inside the 13-point floor: within noise.21% → 9%
Elucidat9%5%37accepted challenger▼−12Since October 2026: 21% → 9%, −12 points. Inside the 13-point floor: within noise.21% → 9%04
Easygenerator9%3%34accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 13-point floor: within noise.18% → 9%
Easygenerator9%3%34accepted challenger▼−9Since October 2026: 18% → 9%, −9 points. Inside the 13-point floor: within noise.18% → 9%05
dominKnow | ONE9%0%25accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise.5% → 9%
dominKnow | ONE9%0%25accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 13-point floor: within noise.5% → 9%06iSpring Suite2%26%35criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
iSpring Suite2%26%35criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
07
Adobe Captivate0%23%47accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Adobe Captivate0%23%47accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
360Learning0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
360Learning0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08Lectora0%0%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.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 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 enterprise.
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 →
01020304050607L08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Articulate 36049%
Articulate 36049%02Docebo11%
Docebo11%03Elucidat9%
Elucidat9%04Easygenerator9%
Easygenerator9%05dominKnow | ONE9%
dominKnow | ONE9%06iSpring Suite2%
iSpring Suite2%07Adobe Captivate0%
Adobe Captivate0%08Lectora0%
09360Learning0%
360Learning0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, 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 Captivate23%
11 of 47 labels negative · 7 of 14 models · 3 hard negative
“Adobe Captivate has received significant negative feedback specifically for enterprise use: High costs at scale... Glitchy performance with crashes that can cause data loss” MiniMax M2.5, negative prompt
Articulate 36011%
6 of 54 labels negative · 5 of 14 models · 3 hard negative
“Tools to Avoid for Your Scenario - Articulate 360 ... Costs scale directly with the number of content creators, making TCO unpredictable” Grok 4.20, budget prompt
iSpring Suite26%
9 of 35 labels negative · 5 of 14 models · 1 hard negative
“Avoid for Your Scale: Tools like TalentLMS or iSpring (better for SMBs)” Grok 4.20, paraphrase prompt
ChatGPT
100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Known for generating false or invented information; can output discriminatory content; no data privacy guarantees” GLM 4.7 FlashX, 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
69 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. 856 links across 253 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 · Easygenerator38 answers · 57 citations · 12 models
27 answers · 37 citations · 10 models
22 answers · 32 citations · 8 models
vendor site · Guideflow22 answers · 29 citations · 10 models
21 answers · 41 citations · 8 models
vendor site · G218 answers · 23 citations · 8 models
15 answers · 20 citations · 8 models
15 answers · 17 citations · 10 models
vendor site · Articulate14 answers · 25 citations · 6 models
vendor site · dominKnow14 answers · 14 citations · 7 models
vendor site · D2L13 answers · 13 citations · 8 models
12 answers · 14 citations · 10 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.
34 answers · 11 models
16 answers · 8 models
13 answers · 8 models
12 answers · 9 models
12 answers · 7 models
11 answers · 8 models
10 answers · 5 models
10 answers · 7 models
10 answers · 7 models
8 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Articulate 360 articulate.com Articulate 360 49%, Articulate Storyline 2% | 51% | 125 | 12,100 | 475 | 211,471 | $863 | 120 | |
| Docebo docebo.com | 11% | 360 | 9,900 | 242 | 98,677 | 15 | ||
| Elucidat confirm.com | 9% | 52 | 390 | 6 | 41,991 | 36 | 2 | |
| Easygenerator easygenerator.com | 9% | 94 | 1,300 | 7 | 15,467 | 55 | ||
| dominKnow dominknow.com dominKnow | ONE 9% | 9% | 35 | 4,289 company | 8 | ||||
| iSpring Suite ispring.com | 2% | 136 | 720 | 36 | 53,048 | $46 | 37 | |
| Absorb absorbai.com Absorb LMS 2% | 2% | 232 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Intellum Evolve intellum.com | 2% | 9 | 7,721 | 4 | ||||
| LearnUpon learnupon.com | 2% | 125 | 5,400 | 55 | 81,523 | 40 | ||
| CYPHER cypherlearning.com CYPHER Learning 2% | 2% | 25 | 590 | 11 | 10,344 | 16 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (dominknow.com, 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 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 Storylineno first choiceChangedArticulate 360Intellum Evolveno first choicenothing named
Four alternatives
Adobe Captivate, Cornerstone Content Authoring, Docebo, SAP SuccessFactors LearningFive alternatives
Adobe Captivate, Elucidat, Gomo Learning, Lectora, dominKnow | ONETwo alternatives
Adobe Captivate, ElucidatGPT-5.4 miniArticulate 360Articulate 360Heldagainst: Easygenerator, iSpring SuiteArticulate 360Articulate 360no first choicenothing named
Three alternatives
Adobe Captivate, Elucidat, iSpring SuiteThree alternatives
Adobe Learning Manager, Elucidat, dominKnow | ONEFour alternatives
Adobe Captivate, Lectora, dominKnow | ONE, iSpring SuiteTwo alternatives
Adobe Learning Manager, iSpring SuiteGemini 3.5 FlashArticulate 360Articulate 360, ElucidatChangedArticulate 360Articulate 360Elucidatagainst: Adobe Captivateagainst: Adapt Framework, Adobe Captivate Classic, Canva, Gamma, Genially, H5P, Prezi
Four alternatives
Easygenerator, Elucidat, Evolve Authoring, dominKnow | ONEThree alternatives
Absorb LMS, Docebo, Thought IndustriesFive alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, dominKnow | ONEThree alternatives
Easygenerator, Elucidat, dominKnow | ONETwo alternatives
Articulate 360, Evolve AuthoringPerplexity SonarArticulate 360DoceboChangedagainst: ProProfs Training MakerPaligoElucidatno first choiceagainst: Adobe Captivate, Articulate 360, MadCap Flare, iSpring Suite
Five alternatives
Adobe Captivate, Easygenerator, Elucidat, dominKnow | ONE, iSpring SuiteFour alternatives
360Learning, Cornerstone OnDemand, LearnUpon, iSpring LearnNine alternatives
Adobe Experience Manager Guides, Articulate Storyline, Heretto, Lectora, MadCap Flare, RWS Tridion Docs, Sanity, Storyblok, dominKnow | ONEOne alternative
Articulate 360Grok 4.20Articulate 360DoceboChangedagainst: Coursera for Business, Moodle, TalentLMS, Teachable, Thinkific, edX, iSpring SuiteAdobe Captivate, Articulate 360against: Trivantis LectoraEasygeneratoragainst: 360Learning, Adobe Captivate, Articulate 360, TalentLMSno first choiceagainst: Adobe Captivateagainst: Adobe Captivate, Articulate Storyline, Cornerstone OnDemand, Docebo, Moodle, TalentLMS, iSpring Suite
Four alternatives
Adobe Captivate, Easygenerator, Intellum Evolve, iSpring SuiteFive alternatives
360Learning, Absorb LMS, Adobe Learning Manager, Rippling LMS, SAP LitmosThree alternatives
Easygenerator, FLOWSPARKS, iSpring SuiteTwo alternatives
Elucidat, dominKnow | ONEFour alternatives
Articulate 360, Easygenerator, Elucidat, iSpring SuiteMistral SmalldominKnow | ONEno first choiceChangedArticulate 360Elucidatagainst: Articulate 360no first choicenothing named
Four alternatives
Adobe Captivate, Articulate 360, Articulate Rise 360, EasygeneratorEight alternatives
Adobe Captivate, Calibr.ai, Claro by dominKnow | ONE, Document360, Lectora, MadCap Flare, Paligo, iSpring SuiteTwo alternatives
Easygenerator, iSpring SuiteDeepSeek V4 FlashArticulate 360Articulate 360HeldArticulate 360Easygeneratoragainst: Adobe Captivate, Articulate 360, iSpring SuiteArticulate 360against: Adobe Captivate, iSpring Suiteagainst: Adobe Captivate, Articulate 360, Articulate Storyline, ChatGPT, iSpring Suite
Three alternatives
Easygenerator, Intellum Evolve, iSpring SuiteThree alternatives
Adobe Captivate, Cornerstone OnDemand, DoceboFour alternatives
Adobe Captivate, Elucidat, Evolve Authoring, iSpring SuiteOne alternative
ElucidatTwo alternatives
Easygenerator, ElucidatLlama 4 MaverickArticulate 360CYPHER LearningChangedArticulate Storylineno first choiceno first choicenothing named
Two alternatives
Adobe Captivate, Paradiso SolutionsFour alternatives
360Learning, Absorb LMS, Docebo, TeachableThree alternatives
Articulate 360, Easygenerator, ElucidatQwen 3.7 FlashCreateArticulate 360Changedagainst: TalentLMSArticulate StorylineArticulate 360Articulate 360against: Adobe Captivate, Articulate Storyline, Canva, H5P standalone, Moodle Workshop
Four alternatives
Adobe Captivate, Articulate 360, Easygenerator, Paradiso SolutionsFive alternatives
Adobe Captivate, Cornerstone OnDemand, Docebo, IBM watsonx, Workday LearningFour alternatives
Adobe Captivate, Elucidat, Lectora, iSpring SuiteTwo alternatives
Elucidat, iSpring SuiteTwo alternatives
Adobe Captivate, ElucidatKimi K2Articulate 360DoceboChangedArticulate 360Easygenerator, dominKnow | ONEagainst: Adobe Captivate, Articulate 360, iSpring Suiteno first choiceagainst: Bing Chat, ChatGPT, Google Bard, iSpring Suite
Three alternatives
Elucidat, dominKnow | ONE, iSpring SuiteThree alternatives
360Learning, Absorb LMS, Cornerstone OnDemandFive alternatives
Adobe Captivate, Elucidat, Intellum Evolve, Lectora, iSpring SuiteTwo alternatives
Elucidat, Gomo LearningGLM 4.7 FlashXArticulate 360Absorb LMS, DoceboChangedArticulate 360, MadCap FlareiSpring Suiteno first choiceagainst: Bing Chat, ChatGPT, Google Bard, Google Docs, Grammarly, Microsoft Word
Five alternatives
Adobe Captivate, Easygenerator, Elucidat, Sana Learn, iSpring SuiteThree alternatives
Cornerstone Galaxy, SAP Litmos, SAP SuccessFactors LearningSeven alternatives
Adobe Captivate, Adobe RoboHelp, Author-it, Document360, Paligo, RWS Tridion Docs, iSpring SuiteThree alternatives
Articulate 360, Easygenerator, ElucidatMiniMax M2.5Articulate 360Docebo, LearnUponChangedArticulate 360Articulate 360no first choiceagainst: Adobe Captivate
Four alternatives
Adobe Captivate, Easygenerator, Lectora, iSpring SuiteTwo alternatives
360Learning, Absorb LMSFour alternatives
Adobe Captivate, Elucidat, Mindsmith, dominKnow \| ONEOne alternative
TOPYX LMSGPT-6 LunaArticulate 360Articulate 360HeldArticulate 360dominKnow | ONEno first choiceagainst: Elucidatnothing named
Two alternatives
Adobe Captivate, dominKnow | ONEOne alternative
dominKnow | ONEFive alternatives
Adobe Captivate, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteOne alternative
Articulate 360Muse Glimmer 30BArticulate 360Articulate 360HeldArticulate 360Easygenerator, dominKnow | ONEagainst: Elucidatno first choiceagainst: ChatGPT, Claude, Gemini, LLaMA, Microsoft Copilot
Two alternatives
Adobe Captivate, iSpring SuiteFour alternatives
Absorb LMS, Docebo, Elucidat, dominKnow | ONESix alternatives
Adobe Captivate, Easygenerator, Elucidat, Lectora, dominKnow | ONE, iSpring SuiteOne alternative
Articulate 360Bold 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 11:12 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | yes | 4 | 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 11:58 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:56 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:23 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:41 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:59 | yes | 10 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 14 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:40 | yes | 23 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | yes | 10 | 38 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:34 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:12 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 3 | 6 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 12:40 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:15 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:21 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:04 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:16 | yes | 19 | 59 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:48 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:21 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:15 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 6 | 8 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 09:41 | yes | 11 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:46 | yes | 8 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 22 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | yes | 10 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 9 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:10 | yes | 24 | 195 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 15 | 54 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:25 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:37 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:50 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | yes | 3 | 9 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 09:54 | no | 0 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:01 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 23 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:59 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:49 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:00 | yes | 21 | 55 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 22 | 54 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:57 | yes | 23 | 64 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:20 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 18 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:46 | no | 0 | 7 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 12:43 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:51 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 15 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:52 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:47 | yes | 24 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:20 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:40 | yes | 10 | 52 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:08 | yes | 14 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 15 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:31 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:07 | yes | 4 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:27 | yes | 12 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | yes | 28 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | no | 0 | 5 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 09:48 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:09 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:26 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:28 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:17 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:19 | yes | 15 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:17 | yes | 25 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:31 | yes | 15 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:04 | yes | 20 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:01 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:43 | yes | 22 | 37 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
Cornerstone read as Cornerstone OnDemand
Gomo read as Gomo Learning
Litmos read as SAP Litmos
Litmos (by SAP) read as SAP Litmos
SAP SuccessFactors read as SAP SuccessFactors Learning
dominKnow read as dominKnow | ONE
Unresolved, counted raw
Adapt Framework
Adobe Captivate Classic
Adobe Experience Manager Guides
Articulate Frontline
Calibr.ai
Cornerstone Content Authoring
Cyber Learning
D2L Brightspace Authoring Tools
Gamma
H5P standalone
KMx
LLaMA
Learningbank
Moodle Workshop
MyPass Community LMS
Sanity
Storyblok
Supademo
TrainerCentral
domiKnow
dominKnow \| ONE
Discontinued, still offered
No shut-down product was recommended here.