Index › Customer › September 2026 Edition

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

TalentLMS

Contested

33% of first choices, contested.

ShowinginAll 73 categories →

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

TalentLMS49%Clear leaderStanding →Mid-market

TalentLMS33%ContestedThis page Enterprise

Skilljar33%ContestedStanding →

01The 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

TalentLMS0%47endorsed leader

LearnUpon5%43accepted challenger

Skilljar21%47accepted challenger

WorkRamp27%26criticized challenger

Gainsight Customer Education14%14accepted challenger

LearnWorlds0%30accepted challenger

Absorb LMS0%27accepted challenger

Thought Industries26%27criticized challenger

Thinkific13%15accepted challenger

Docebo37%41criticized challenger

Show the three products at 0%, ordered by negative rate

Intellum23%13accepted challenger

Trainn9%11accepted challenger

Teachfloor0%18accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

TalentLMS vs LearnUpon TalentLMS vs Skilljar LearnUpon vs Skilljar

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative50%

Key

TalentLMS33%

LearnUpon21%

Skilljar17%

WorkRamp7%

Gainsight Customer Education5%

LearnWorlds2%

Absorb LMS2%

Thought Industries2%

Thinkific2%

Docebo2%

Teachfloor0%

Trainn0%

Intellum0%

02What 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 4.1 Fast, 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.

Docebo

37%

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

Skilljar

21%

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

WorkRamp

27%

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 Industries

26%

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

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 168 links across 70 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.

g2.com

7 answers · 9 citations · 3 models

meltingspot.io

vendor site · MeltingSpot7 answers · 7 citations · 2 models

minicoursegenerator.com

vendor site · Mini Course Generator7 answers · 7 citations · 2 models

docebo.com

vendor site · Docebo6 answers · 9 citations · 2 models

continu.com

vendor site · Continu6 answers · 7 citations · 1 model

teachfloor.com

vendor site · Teachfloor5 answers · 5 citations · 2 models

learnworlds.com

vendor site · LearnWorlds4 answers · 11 citations · 1 model

teachable.com

vendor site · Teachable4 answers · 6 citations · 2 models

thinkific.com

vendor site · Thinkific4 answers · 6 citations · 2 models

appcues.com

vendor site · Appcues4 answers · 4 citations · 2 models

dupple.com

4 answers · 4 citations · 1 model

easywebinar.com

vendor site · EasyWebinar4 answers · 4 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.

meltingspot.io/en/blog/top-customer-education-platforms

7 answers · 2 models

minicoursegenerator.com/blog/best-customer-education-platforms

7 answers · 2 models

continu.com/software/best-customer-training-software

5 answers · 1 model

teachfloor.com/blog/best-customer-education-platforms

5 answers · 2 models

appcues.com/blog/customer-training-software

4 answers · 2 models

dupple.com/learn/best-customer-education-platforms

4 answers · 1 model

easywebinar.com/blog/customer-education-platform

4 answers · 2 models

g2.com/categories/customer-education

4 answers · 3 models

guideflow.com/blog/customer-training-software

4 answers · 2 models

toolradar.com/guides/best-customer-education-platforms

4 answers · 1 model

04How 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.

ModelDirect“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 4.5Skilljar

Two alternatives

Gainsight Customer Education, Thought Industries

no first choiceChangedSkilljar

Two alternatives

Docebo, Thought Industries

no first choiceno first choiceagainst: Confirm's "Learn:Up", Gainsight Customer Education, WorkRamp

GPT-5.4 miniDocebo

Four alternatives

Absorb, LearnUpon, Skilljar, TalentLMS

LearnUponChanged

Four alternatives

Absorb LMS, Docebo, Skilljar, TalentLMS

Skilljar, Thought Industries

Four alternatives

Absorb LMS, Docebo, LearnUpon, Litmos

TalentLMS

One alternative

Thinkific

against: Gainsight, Knowledge Anywhere LMS, Skilljarno first choiceagainst: CloudShare, Cornerstone Learning, ReadyTech, Sana Learn

Gemini 3.5 FlashSkilljar

Five alternatives

Gainsight Customer Education, LearnUpon, TalentLMS, Thought Industries, WorkRamp

LearnUponChanged

Three alternatives

Skilljar, TalentLMS, WorkRamp

Skilljar

Eight alternatives

Absorb LMS, Docebo, Intellum, LearnUpon, Mini Course Generator, TalentLMS, Thought Industries, Trainn

TalentLMS

Three alternatives

Guideflow, LearnDash, Thinkific

against: MoodleLearnUpon, WorkRamp

Six alternatives

Absorb LMS, Intellum, MeltingSpot, Skilljar, Thought Industries, Trainn

against: BambooHR, Cornerstone, Workdayagainst: Cornerstone OnDemand, Crowd Wisdom, Docebo, EdCast, Freestone LMS, Kajabi, Podia, Saba, Skilljar, SuccessFactors, SumTotal, Teachable, Thinkific, WorkRamp, Workday Learning

Perplexity SonarLearnUpon

Four alternatives

Docebo, Gainsight Customer Education, Skilljar, WorkRamp

LearnUponHeld

Five alternatives

Absorb LMS, CYPHER Learning, Docebo, ProProfs Training Maker, TalentLMS

Skilljar

Five alternatives

Docebo, LearnUpon, Teachfloor, Thinkific, WorkRamp

against: DiscoTalentLMS

Two alternatives

LearnWorlds, Teachfloor

against: Docebo, Intellum, Skilljarno first choiceagainst: Docebo

Grok 4.1 FastSkilljar

Five alternatives

Absorb LMS, LearnUpon, LearnWorlds, TalentLMS, WorkRamp

against: DoceboTalentLMSChanged

Two alternatives

LearnUpon, Skilljar

Skilljar

Seven alternatives

Absorb LMS, Continu, Docebo, LearnUpon, TalentLMS, Thought Industries, WorkRamp

TalentLMS

Four alternatives

Dock, Flowla, Guideflow, LearnWorlds

against: Google Sites, Notionno first choiceagainst: 360Learning, Docebo, Intellum, Thought Industries, WorkRamp

Mistral SmallLearnUpon

Three alternatives

Absorb LMS, LearnWorlds, TalentLMS

TalentLMS, Thought IndustriesChanged

Four alternatives

Absorb LMS, Beetsol, LearnUpon, SAP Litmos

Skilljar

Eight alternatives

Docebo, LearnUpon, LearnWorlds, TalentLMS, Teachfloor, Thought Industries, Trainn, WorkRamp

LearnWorlds, TalentLMS

One alternative

Thinkific

no first choiceagainst: Chegg, Docebo, Thought Industries, Trainn, WorkRamp

DeepSeek V4 FlashGainsight Customer Education

Three alternatives

LearnUpon, LearnWorlds, WorkRamp

SkilljarChanged

Three alternatives

LearnUpon, TalentLMS, WorkRamp

against: DoceboSkilljar

Ten alternatives

360Learning, Docebo, Intellum, LearnUpon, LearnWorlds, TalentLMS, Teachfloor, Thought Industries, Trainn, WorkRamp

TalentLMS

Three alternatives

Guideflow, LearnWorlds, Systeme.io

against: Docebo, LearnUpon, Skilljar, Thought Industriesno first choiceagainst: Docebo, Skilljar, Teachable, Thought Industries, Udemy, WorkRamp

Llama 4 Maverickno first choiceTalentLMSChanged

Three alternatives

Beetsol, Intellum, LearnUpon

no first choiceTalentLMS

Two alternatives

Guideflow, LearnWorlds

no first choicenothing named

Qwen 3.7 FlashSkilljar

Five alternatives

Absorb LMS, LearnUpon, TalentLMS, Thinkific, WorkRamp

Absorb LMSChanged

Four alternatives

EdApp, MindTouch, TalentConnect, TalentLMS

Skilljar

Seven alternatives

Absorb LMS, Docebo, Guideflow, LearnUpon, TalentLMS, Thought Industries, Trainn

EdApp

Five alternatives

Notion + Super.so, Outseta, TalentLMS, Teachable, Thinkific

against: Docebono first choiceagainst: Cornerstone, Docebo, Skilljar, Thought Industries, Workday Learning

Kimi K2Gainsight Customer Education, WorkRamp

Two alternatives

LearnUpon, Skilljar

Skilljar, TalentLMSChanged

Two alternatives

Docebo, LearnUpon

no first choice

Eight alternatives

Disco, Docebo, Guideflow, LearnUpon, Mini Course Generator, Skilljar, TalentLMS, Teachfloor

against: Circle, Mighty NetworksSysteme.io, TalentLMS

Three alternatives

FreshLearn, LearnWorlds, Ruzuku

against: Docebo, Skilljar, Teachable, Thinkific, Thought Industriesno first choiceagainst: Docebo, Gainsight Customer Education, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp

GLM 4.7 FlashXLearnUpon

Four alternatives

Absorb LMS, Beetsol, LearnWorlds, TalentLMS

LearnUponHeld

Two alternatives

Absorb LMS, TalentLMS

no first choice

Twelve alternatives

Disco, Docebo, Intellum, LearnUpon, LearnWorlds, Mini Course Generator, Rendemo, Skilljar, TalentLMS, Teachfloor, Thought Industries, WorkRamp

TalentLMS

Three alternatives

LearnWorlds, Teachfloor, iSpring Learn

against: Docebo, WorkRampno first choiceagainst: Docebo

MiniMax M2.5Skilljar, WorkRamp

Three alternatives

Gainsight Customer Education, LearnWorlds, TalentLMS

LearnUponChanged

One alternative

Intellum

no first choiceTalentLMS, Thinkific

One alternative

LearnWorlds

against: Skilljarno first choiceagainst: Skilljar

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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

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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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.

Category-scoped readings

None. Every name in this category resolved on its own.

Unresolved, counted raw

CYPHER Learning

Chegg

Confirm's "Learn:Up"

Cornerstone Learning

Crowd Wisdom

CustomerHub

Freestone LMS

Guidework/Intercom

Knowledge Anywhere LMS

MindTouch

Notion + Super.so

ReadyTech

Ruzuku

Sana Learn

SuccessFactors

SumTotal

TalentConnect

WordPress + TutorLMS / LearnDash

iSpring Learn / SkyPrep

Discontinued, still offered

No shut-down product was recommended here.

Customer education and LMS

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in customer