Index › Customer › Customer education › Small business › September 2026 Edition

Customer education and LMS for small business buyers

Asked as “customer education platform”, and as “customer training LMS”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

TalentLMS

Clear leader

49% of first choices, clear leader.

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 leaderThis page Mid-market

TalentLMS33%ContestedStanding →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 small B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

TalentLMS6%52endorsed leader

LearnWorlds2%49endorsed leader

Thinkific4%28accepted challenger

Teachfloor0%12accepted challenger

Disco9%11accepted challenger

LearnUpon50%20criticized challenger

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

Docebo89%35criticized challenger

Thought Industries79%19criticized challenger

Skilljar78%41criticized challenger

Gainsight Customer Education75%12criticized challenger

WorkRamp71%14criticized challenger

Teachable8%12accepted 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% negative60%

Key

TalentLMS49%

LearnWorlds35%

Thinkific6%

Teachfloor2%

Disco2%

LearnUpon2%

Teachable0%

Gainsight Customer Education0%

WorkRamp0%

Thought Industries0%

Skilljar0%

Docebo0%

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, 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.

Docebo

89%

31 of 35 labels negative · 11 of 12 models · 18 hard negative

“Unless you have 250+ learners, dedicated L&D staff, and a six-figure training budget, Docebo is overkill and will eat your budget alive.” DeepSeek V4 Flash, negative prompt

Skilljar

78%

32 of 41 labels negative · 11 of 12 models · 16 hard negative

“positioned as an enterprise customer education suite with custom sales pricing and deep CRM/integration needs, which can be more platform than a small business needs” Perplexity Sonar, negative prompt

Thought Industries

79%

15 of 19 labels negative · 10 of 12 models · 9 hard negative

“like Skilljar, Thought Industries, and others are quote-based... better avoided if you're working with a tight budget” Claude Haiku 4.5, budget prompt

WorkRamp

71%

10 of 14 labels negative · 7 of 12 models · 7 hard negative

“Thought Industries, WorkRamp, LearnUpon**: Similar issues—quote-based... "prices out smaller teams"” Grok 4.1 Fast, 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

21 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. 174 links across 68 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.

minicoursegenerator.com

vendor site · Mini Course Generator8 answers · 10 citations · 2 models

learnworlds.com

vendor site · LearnWorlds7 answers · 12 citations · 3 models

easywebinar.com

vendor site · EasyWebinar7 answers · 7 citations · 2 models

knowlify.com

7 answers · 7 citations · 2 models

meltingspot.io

vendor site · MeltingSpot6 answers · 7 citations · 2 models

guideflow.com

vendor site · Guideflow6 answers · 6 citations · 2 models

teachfloor.com

vendor site · Teachfloor6 answers · 6 citations · 2 models

disco.co

vendor site · Disco5 answers · 7 citations · 2 models

g2.com

5 answers · 6 citations · 2 models

proprofstraining.com

5 answers · 5 citations · 1 model

thinkific.com

vendor site · Thinkific4 answers · 5 citations · 2 models

continu.com

vendor site · Continu4 answers · 4 citations · 1 model

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.

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

8 answers · 2 models

easywebinar.com/blog/customer-education-platform

7 answers · 2 models

guideflow.com/blog/customer-training-software

6 answers · 2 models

knowlify.com/articles/best-customer-training-software

6 answers · 2 models

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

6 answers · 2 models

g2.com/categories/customer-education/small-business

5 answers · 2 models

learnworlds.com/blog/customer-education/customer-education-platforms

5 answers · 3 models

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

5 answers · 2 models

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

4 answers · 1 model

disco.co/blog/best-customer-education-platform

4 answers · 2 models

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 small B2B company?”Paraphrase“Which customer training LMS would you recommend to a small business that sells to other businesses?”Comparative“What are the top customer education platforms for a small team and how do they differ?”Budget-constrained“What is the best customer education platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer education platform. What should we look at?”Negative“Which customer education platforms should a small business avoid or be cautious about?”

Claude Haiku 4.5Disco

Four alternatives

Kajabi, Mini Course Generator, Teachable, Thought Industries

TalentLMSChanged

Three alternatives

FreshLearn, LearnUpon, Skilljar

TalentLMS

Two alternatives

LearnUpon, Teachfloor

TalentLMS

One alternative

LearnWorlds

against: Skilljar, Thought Industriesno first choiceagainst: 360Learning, Apollo Learn, Docebo, Gainsight Customer Education, Intellum, Rise Up, Thought Industries, WorkRamp

GPT-5.4 miniTalentLMS

Two alternatives

Thinkific, Trainual

against: DoceboTalentLMSHeld

Two alternatives

360Learning, Absorb LMS

LearnWorlds

Two alternatives

TalentLMS, Trainn

against: Docebo, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRampTalentLMS

Three alternatives

LearnWorlds, Supademo, Thinkific

no first choiceagainst: Absorb LMS, Continu, LearnUpon, LearnWorlds Starter plan, Moodle, Skilljar, Trainual

Gemini 3.5 FlashTrainn

Three alternatives

LearnWorlds, TalentLMS, Teachfloor

against: Docebo, Gainsight Customer Education, Intellum, SkilljarTalentLMSChanged

Two alternatives

Academy of Mine, LearnUpon

against: Docebo, Skilljar, Thought IndustriesThinkific

Four alternatives

Acadle, Guidde, LearnUpon, TalentLMS

Thinkific

Six alternatives

FreshLearn, LearnDash, LearnWorlds, Notion, Podia, YouTube

against: Docebo, TalentLMS, iSpringLearnWorlds, TalentLMS

Four alternatives

Loom, Notion, Thinkific, WorkRamp

against: Articulate Storyline, Docebo, Skilljar, Thought Industriesagainst: Cornerstone OnDemand, Docebo, Intellum, Kajabi, Moodle, Podia, SAP Litmos, Skilljar, Teachable, Thought Industries, WordPress configurations

Perplexity SonarLearnWorlds

Two alternatives

Disco, Thinkific

against: Docebo, SkilljarLearnWorldsHeld

Two alternatives

Academy of Mine, ProProfs Training Maker

against: TalentLMSLearnWorlds, TalentLMS

Three alternatives

Disco, ProProfs Training Maker, Teachfloor

LearnWorlds, TalentLMS

One alternative

Thinkific

no first choiceagainst: Docebo, Gainsight Customer Education, LearnUpon, Skilljar, Thought Industries, WorkRamp

Grok 4.1 FastTalentLMS

Two alternatives

Guideflow, LearnWorlds

against: Docebo, Gainsight Customer Education, Skilljar, WorkRampTalentLMSHeld

Three alternatives

LearnWorlds, Thinkific, Zoho Learn

LearnWorlds, TalentLMS

Three alternatives

Guideflow, Mini Course Generator, Teachfloor

against: Absorb LMS, Docebo, SkilljarTalentLMS

Two alternatives

Guideflow, LearnWorlds

against: Docebo, Notion, SkilljarLearnWorlds, TalentLMS

Three alternatives

Thinkific, WorkRamp, iSpring Learn

against: Docebo, Skilljaragainst: Absorb LMS, Docebo, Intellum, LearnUpon, Skilljar, Thought Industries, WorkRamp

Mistral SmallLearnWorlds, TalentLMS

Four alternatives

LearnUpon, Skilljar, Thinkific, Trainn

TalentLMSChanged

Four alternatives

ProProfs Training Maker, Skilljar, WorkRamp, iSpring Learn

LearnWorlds, TalentLMS

Six alternatives

Disco, Mini Course Generator, Skilljar, Teachfloor, Thought Industries, Trainn

TalentLMS

Four alternatives

Guideflow, LearnWorlds, Mini Course Generator, Trainn

Teachfloor

Two alternatives

LearnUpon, LearnWorlds

against: Docebo, LearnUpon, Skilljar, Thought Industries, WorkRamp

DeepSeek V4 FlashGuideflow, LearnWorlds

One alternative

TalentLMS

against: Docebo, Gainsight Customer Education, Skilljar, WorkRampTalentLMSChanged

One alternative

LearnWorlds

against: Docebo, Skilljar, Thought IndustriesLearnWorlds, TalentLMS

Three alternatives

360Learning, Gainsight Customer Education, Teachfloor

against: SkilljarTalentLMS

Five alternatives

7taps, Guideflow, SC Training, Teachable, Thinkific

against: Docebo, Gainsight, Gainsight Customer Education, Skilljar, WorkRampLearnUpon, LearnWorlds, TalentLMSagainst: Docebo, Intellum, Skilljar, Thought Industriesagainst: 360Learning, Docebo, Gainsight Customer Education, LearnWorlds, Litmos, Skilljar, TalentLMS

Llama 4 Maverickno first choiceno first choiceHeldno first choiceTalentLMS

Two alternatives

Disco, LearnWorlds

no first choicenothing named

Qwen 3.7 FlashThinkific

Two alternatives

LearnUpon, TalentLMS

against: SkilljarLearnWorldsChanged

Two alternatives

TalentLMS, Thinkific

TalentLMS

Two alternatives

LearnWorlds, Teachfloor

against: Absorb LMS, Docebo, SkilljarLearnWorlds

Three alternatives

Guideflow, TalentLMS, Teachable

against: Disso, Skilljarno first choiceagainst: Brightcove, Cornerstone OnDemand, Docebo, Kajabi, Moodle, Podia, SAP SuccessFactors, System.io, Vimeo OTT, WordPress plugins

Kimi K2LearnWorlds, Thinkific

One alternative

TalentLMS

against: Docebo, Gainsight Customer Education, Skilljar, WorkRampLearnWorldsChanged

Four alternatives

AcademyOcean, TalentLMS, Thinkific, Trainn

against: Absorb, Docebo, Gainsight Customer Education, LearnUponTalentLMS

Three alternatives

LearnWorlds, Mini Course Generator, Trainn

against: Docebo, Skilljar, Thought IndustriesTalentLMS

Three alternatives

LearnWorlds, Teachable, Thinkific

LearnWorlds, TalentLMS

Four alternatives

Disco, Guideflow, Skilljar, WorkRamp

against: Absorb LMS, Docebo, Skilljar, Thought Industries, WorkRamp

GLM 4.7 FlashXLearnWorlds, TalentLMS

Two alternatives

Mini Course Generator, Teachfloor

against: Absorb, LearnUpon, SkilljarTalentLMSChangedagainst: Docebo, SkilljarLearnWorlds, TalentLMS

One alternative

Mini Course Generator

against: Disco, Docebo, LearnUpon, Skilljar, Thought IndustriesLearnWorlds, TalentLMS

Two alternatives

Connecteam, Moodle

against: LearnUpon, Skilljar, Tovuti, iSpring LMSno first choicenothing named

MiniMax M2.5no first choiceagainst: WalkMeLearnWorldsChanged

One alternative

iSpring LMS

against: DoceboTeachable

Four alternatives

Appcues, Disco, Kajabi, Userpilot

LearnWorlds

One alternative

TalentLMS

against: Thinkificno first choiceagainst: Docebo, LearnUpon, Skilljar, Thought Industries

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`	2026-09-15 00:09	yes	7	9 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:29	no	0	3 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:56	yes	15	18 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-14 22:52	yes	20	18 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:46	yes	0	7 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:03	yes	0	11 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 00:09	yes	0	14 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:09	yes	0	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:18	yes	0	45 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:51	yes	0	38 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:17	yes	0	11 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:39	no	0	8 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:01	yes	7	9 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:41	yes	3	4 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:33	yes	16	22 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-15 04:35	yes	20	7 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:33	yes	0	7 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:27	yes	0	8 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:54	yes	0	30 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:08	yes	0	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 05:01	yes	0	42 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:42	yes	0	53 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:56	yes	0	19 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:12	yes	0	16 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 05:03	yes	7	8 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:01	yes	2	7 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 03:12	yes	24	30 s
Comparative	Perplexity Sonar	`sonar`	2026-09-14 23:03	yes	20	8 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:50	yes	0	7 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:42	yes	0	8 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:27	yes	0	47 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:38	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:38	yes	0	22 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-14 23:50	yes	0	27 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:28	yes	0	17 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:09	yes	0	47 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:46	yes	7	7 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:14	yes	3	4 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 01:27	yes	10	26 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 02:09	yes	20	6 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:47	yes	0	6 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:01	yes	0	7 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:35	yes	0	15 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:09	yes	0	1 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:44	yes	0	36 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:44	yes	0	31 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:58	yes	0	39 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:01	yes	0	11 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:02	no	0	5 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:24	yes	0	9 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:50	yes	10	24 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-14 23:24	yes	18	9 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:35	yes	0	7 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:54	yes	0	6 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:54	yes	0	22 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:52	yes	0	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:58	no	0	52 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:03	yes	0	46 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:04	yes	0	35 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:02	yes	0	18 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-14 23:34	yes	16	9 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:00	yes	4	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:38	yes	18	26 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-14 23:15	yes	20	5 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:17	yes	0	8 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 22:59	yes	0	11 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 01:45	yes	0	88 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:33	yes	0	1 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:17	no	0	37 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:15	yes	0	50 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 00:02	yes	0	56 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 22:56	yes	0	17 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

7taps

AcademyOcean

Acadle

Articulate Storyline

Canvas LMS

Disso

Google Classroom

Intercom Education

KnowledgeHound

LearnWorlds Starter plan

Rise Up

Sakai

System.io

WordPress configurations (LearnDash)

Discontinued, still offered

No shut-down product was recommended here.

Customer education and LMS for small business buyers

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