Customer education and LMS
Asked as “customer education platform”, and as “customer training LMS”, on behalf of a mid-market B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
33%
Contested · LearnUpon 21%
33TalentLMS21LearnUpon17Skilljar29others
33% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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
TalentLMS vs Gainsight Customer EducationTalentLMS vs LearnWorldsTalentLMS vs Absorb LMSTalentLMS vs Thought IndustriesLearnUpon vs SkilljarLearnUpon vs WorkRampLearnUpon vs Gainsight Customer EducationLearnUpon vs LearnWorldsLearnUpon vs Absorb LMSLearnUpon vs Thought IndustriesSkilljar vs WorkRampSkilljar vs Gainsight Customer EducationSkilljar vs LearnWorldsSkilljar vs Absorb LMSSkilljar vs Thought IndustriesWorkRamp vs Gainsight Customer EducationWorkRamp vs LearnWorldsWorkRamp vs Absorb LMSWorkRamp vs Thought IndustriesGainsight Customer Education vs LearnWorldsGainsight Customer Education vs Absorb LMSGainsight Customer Education vs Thought IndustriesLearnWorlds vs Absorb LMSLearnWorlds vs Thought IndustriesAbsorb LMS vs Thought Industries
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01TalentLMS33%
TalentLMS33%02LearnUpon21%
LearnUpon21%03Skilljar17%
Skilljar17%04WorkRamp7%
WorkRamp7%05Gainsight Customer Education5%
Gainsight Customer Education5%06LearnWorlds2%
LearnWorlds2%07Absorb LMS2%
Absorb LMS2%08Thought Industries2%
Thought Industries2%09Thinkific2%
Thinkific2%10Docebo2%
Docebo2%11Teachfloor0%
Teachfloor0%12Trainn0%
Trainn0%13Intellum0%
Intellum0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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.
Docebo37%
15 of 41 labels negative · 8 of 12 models · 3 hard negative
“### Docebo - Major red flag: Frequent bugs in beta releases that affect stability” GLM 4.7 FlashX, negative prompt
Skilljar21%
10 of 47 labels negative · 7 of 12 models · 3 hard negative
“Enterprise platforms (Skilljar, Thought Industries, Docebo): Start at $25,000+/year” Kimi K2, budget prompt
WorkRamp27%
7 of 26 labels negative · 7 of 12 models · 2 hard negative
“WorkRamp, listed in several rival roundups, currently redirects to a different company's product page (Confirm's "Learn:Up"), which fails identity-verification standards.” Claude Haiku 4.5, negative prompt
Thought Industries26%
7 of 27 labels negative · 5 of 12 models · 4 hard negative
“Bait-and-switch" pricing concerns - One reviewer flagged a "new pricing model, a 50% increase, classic bait-n-switch” Kimi K2, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
20 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 268 links across 93 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Mini Course Generator11 answers · 11 citations · 3 models
vendor site · MeltingSpot10 answers · 11 citations · 3 models
8 answers · 10 citations · 4 models
vendor site · Teachable7 answers · 9 citations · 3 models
vendor site · Guideflow7 answers · 8 citations · 3 models
7 answers · 7 citations · 2 models
vendor site · LearnWorlds6 answers · 13 citations · 2 models
vendor site · Docebo6 answers · 9 citations · 2 models
vendor site · Continu6 answers · 7 citations · 1 model
vendor site · Teachfloor6 answers · 6 citations · 3 models
vendor site · Reddit5 answers · 23 citations · 3 models
vendor site · eWebinar5 answers · 6 citations · 2 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.
11 answers · 3 models
9 answers · 3 models
6 answers · 2 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 1 model
5 answers · 2 models
5 answers · 2 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 “best customer education platform”, “customer education platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| TalentLMS talentlms.com | 33% | 128 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| LearnUpon learnupon.com | 21% | 92 | 5,400 | 55 | 81,523 | 40 | ||
| Skilljar skilljar.com | 17% | 157 | 3,600 | 67 | 233,929 | 23 | ||
| WorkRamp workramp.com | 7% | 54 | 3,600 | 34 | 8,841 | 0 | ||
| Gainsight Customer Education gainsight.com | 5% | 32 | 10 | 0 | 59,569 | 58 | 9 | |
| LearnWorlds learnworlds.com | 2% | 87 | 5,400 | 67 | 27,442 | $51 | 69 | 4 |
| Absorb LMS absorbai.com | 2% | 96 | 2,900 | 34 | 16,283 | $8 | 120 | |
| Thought Industries thoughtindustries.com | 2% | 104 | 720 | 11 | 9,665 | 17 | 1 | |
| Thinkific thinkific.com | 2% | 66 | 22,200 | 301 | 262,041 | 39 | ||
| Docebo docebo.com | 2% | 149 | 9,900 | 242 | 98,677 | 15 | 5 |
Google's top ten for the two searches hold 13 sites; 7 of them are among the sites the models cited here (docebo.com, ewebinar.com, g2.com, learnworlds.com, meltingspot.io, reddit.com, teachable.com). The first result for “best customer education platform” is intellum.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 customer education platform for a mid-market B2B company?”Paraphrase“Which customer training LMS would you recommend to a mid-sized B2B company?”Comparative“What are the top customer education platforms and how do they differ?”Budget-constrained“What is the best customer education platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a customer education platform. What should we look at?”Negative“Which customer education platforms should I avoid or be cautious about?”
Claude Haiku 4.5Skilljarno first choiceChangedSkilljarno first choiceno first choiceagainst: Confirm's "Learn:Up", Gainsight Customer Education, WorkRamp
Two alternatives
Gainsight Customer Education, Thought IndustriesTwo alternatives
Docebo, Thought IndustriesGPT-5.4 miniDoceboLearnUponChangedSkilljar, Thought IndustriesTalentLMSagainst: Gainsight, Knowledge Anywhere LMS, Skilljarno first choiceagainst: CloudShare, Cornerstone Learning, ReadyTech, Sana Learn
Four alternatives
Absorb LMS, LearnUpon, Skilljar, TalentLMSFour alternatives
Absorb LMS, Docebo, Skilljar, TalentLMSFour alternatives
Absorb LMS, Docebo, LearnUpon, LitmosOne alternative
ThinkificGemini 3.5 FlashSkilljarLearnUponChangedSkilljarTalentLMSagainst: MoodleLearnUpon, WorkRampagainst: BambooHR, Cornerstone, Workday Learningagainst: Cornerstone OnDemand, Crowd Wisdom, Docebo, EdCast, Freestone LMS, Kajabi, Podia, Saba, Skilljar, SuccessFactors, SumTotal, Teachable, Thinkific, WorkRamp, Workday Learning
Five alternatives
Gainsight Customer Education, LearnUpon, TalentLMS, Thought Industries, WorkRampThree alternatives
Skilljar, TalentLMS, WorkRampEight alternatives
Absorb LMS, Docebo, Intellum, LearnUpon, Mini Course Generator, TalentLMS, Thought Industries, TrainnThree alternatives
Guideflow, LearnDash, ThinkificSix alternatives
Absorb LMS, Intellum, MeltingSpot, Skilljar, Thought Industries, TrainnPerplexity SonarLearnUponLearnUponHeldSkilljaragainst: DiscoTalentLMSagainst: Docebo, Intellum, Skilljarno first choiceagainst: Docebo
Four alternatives
Docebo, Gainsight Customer Education, Skilljar, WorkRampFive alternatives
Absorb LMS, CYPHER Learning, Docebo, ProProfs Training Maker, TalentLMSFive alternatives
Docebo, LearnUpon, Teachfloor, Thinkific, WorkRampTwo alternatives
LearnWorlds, TeachfloorGrok 4.20Skilljaragainst: DoceboTalentLMSChangedSkilljarTalentLMSagainst: Google Sites, Notionno first choiceagainst: 360Learning, Docebo, Intellum, Thought Industries, WorkRamp
Five alternatives
Absorb LMS, LearnUpon, LearnWorlds, TalentLMS, WorkRampTwo alternatives
LearnUpon, SkilljarSeven alternatives
Absorb LMS, Continu, Docebo, LearnUpon, TalentLMS, Thought Industries, WorkRampFour alternatives
Dock, Flowla, Guideflow, LearnWorldsMistral SmallLearnUponTalentLMS, Thought IndustriesChangedSkilljarLearnWorlds, TalentLMSno first choiceagainst: Chegg, Docebo, Thought Industries, Trainn, WorkRamp
Three alternatives
Absorb LMS, LearnWorlds, TalentLMSFour alternatives
Absorb LMS, Beetsol, LearnUpon, SAP LitmosEight alternatives
Docebo, LearnUpon, LearnWorlds, TalentLMS, Teachfloor, Thought Industries, Trainn, WorkRampOne alternative
ThinkificDeepSeek V4 FlashGainsight Customer EducationSkilljarChangedagainst: DoceboSkilljarTalentLMSagainst: Docebo, LearnUpon, Skilljar, Thought Industriesno first choiceagainst: Docebo, Skilljar, Teachable, Thought Industries, Udemy, WorkRamp
Three alternatives
LearnUpon, LearnWorlds, WorkRampThree alternatives
LearnUpon, TalentLMS, WorkRampTen alternatives
360Learning, Docebo, Intellum, LearnUpon, LearnWorlds, TalentLMS, Teachfloor, Thought Industries, Trainn, WorkRampThree alternatives
Guideflow, LearnWorlds, Systeme.ioLlama 4 Maverickno first choiceTalentLMSChangedno first choiceTalentLMSno first choicenothing named
Three alternatives
Beetsol, Intellum, LearnUponTwo alternatives
Guideflow, LearnWorldsQwen 3.7 FlashSkilljarAbsorb LMSChangedSkilljarEdAppagainst: Docebono first choiceagainst: Cornerstone, Docebo, Skilljar, Thought Industries, Workday Learning
Five alternatives
Absorb LMS, LearnUpon, TalentLMS, Thinkific, WorkRampFour alternatives
EdApp, MindTouch, TalentConnect, TalentLMSSeven alternatives
Absorb LMS, Docebo, Guideflow, LearnUpon, TalentLMS, Thought Industries, TrainnFive alternatives
Notion, Outseta, TalentLMS, Teachable, ThinkificKimi K2Gainsight Customer Education, WorkRampSkilljar, TalentLMSChangedno first choiceagainst: Circle, Mighty NetworksSysteme.io, TalentLMSagainst: Docebo, Skilljar, Teachable, Thinkific, Thought Industriesno first choiceagainst: Docebo, Gainsight Customer Education, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp
Two alternatives
LearnUpon, SkilljarTwo alternatives
Docebo, LearnUponEight alternatives
Disco, Docebo, Guideflow, LearnUpon, Mini Course Generator, Skilljar, TalentLMS, TeachfloorThree alternatives
FreshLearn, LearnWorlds, RuzukuGLM 4.7 FlashXLearnUponLearnUponHeldno first choiceTalentLMSagainst: Docebo, WorkRampno first choiceagainst: Docebo
Four alternatives
Absorb LMS, Beetsol, LearnWorlds, TalentLMSTwo alternatives
Absorb LMS, TalentLMSTwelve alternatives
Disco, Docebo, Intellum, LearnUpon, LearnWorlds, Mini Course Generator, Rendemo, Skilljar, TalentLMS, Teachfloor, Thought Industries, WorkRampThree alternatives
LearnWorlds, Teachfloor, iSpring LearnMiniMax M2.5Skilljar, WorkRampLearnUponChangedno first choiceTalentLMS, Thinkificagainst: Skilljarno first choiceagainst: Skilljar
Three alternatives
Gainsight Customer Education, LearnWorlds, TalentLMSOne alternative
IntellumOne alternative
LearnWorldsBold 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.
Seventy-two 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 | 2026-09-14 22:56 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:50 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:28 | yes | 22 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:25 | yes | 20 | 18 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:02 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:31 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:24 | yes | 0 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:09 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:21 | yes | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:14 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:45 | yes | 0 | 133 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:55 | yes | 0 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:43 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:50 | yes | 3 | 9 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:57 | yes | 13 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:36 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 22:54 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:56 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:40 | yes | 0 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:00 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:13 | no | 0 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:38 | yes | 0 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:19 | yes | 0 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:29 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:28 | yes | 7 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:34 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:56 | yes | 16 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:11 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:23 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:23 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:00 | yes | 0 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:02 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:05 | yes | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:12 | yes | 0 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:47 | yes | 0 | 21 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:40 | yes | 0 | 9 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:58 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:34 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:03 | yes | 17 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:04 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:44 | yes | 0 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:26 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:12 | yes | 0 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:41 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:11 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:31 | yes | 0 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:12 | yes | 0 | 62 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:17 | yes | 0 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:28 | no | 0 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:28 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:04 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:52 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:18 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:59 | yes | 0 | 65 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:07 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:36 | yes | 0 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:26 | yes | 0 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:26 | yes | 0 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:55 | yes | 0 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:50 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:06 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:38 | yes | 21 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:18 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:28 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:59 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:45 | yes | 0 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:30 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:42 | yes | 0 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:50 | yes | 0 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:54 | yes | 0 | 12 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:31 | yes | 0 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Absorb read as Absorb LMS
SAP SuccessFactors read as SAP SuccessFactors Learning
Workday read as Workday Learning
Unresolved, counted raw
CYPHER Learning
Chegg
Confirm's "Learn:Up"
Crowd Wisdom
CustomerHub
Freestone LMS
Guidework/Intercom
Knowledge Anywhere LMS
ReadyTech
Ruzuku
Sana Learn
SuccessFactors
SumTotal
TalentConnect
Discontinued, still offered
No shut-down product was recommended here.