Customer education and LMS · September 2026 Edition
WorkRamp vs Thought Industries
Two of twelve models named WorkRamp first on the direct prompt; zero named Thought Industries. WorkRamp was named by ten of the twelve models and Thought Industries by twelve and WorkRamp carries 26 labels and Thought Industries 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%26%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 13; printed, not drawn.
Labels2627A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, WorkRamp reading right to left. Rank and label count are printed, not drawn.LearnUpon was named alongside these two in nine of the twelve direct answers. TalentLMS vs WorkRamp · TalentLMS vs Thought Industries · LearnUpon vs WorkRamp
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the Customer education and LMS page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
WorkRampFirst choices, of twelve modelsThought Industries
Direct20
Paraphrase01
Comparative01
Budget-constrained001 against WorkRamp · 2 against Thought Industries
Scale-constrained10
Negative006 against WorkRamp · 5 against Thought Industries
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Across every category in the September 2026 Edition, WorkRamp and Thought Industries were named in the same answer forty times, of the 67 answers naming WorkRamp and the 93 naming Thought Industries. In those answers Thought Industries took the first choice zero times and WorkRamp two.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where WorkRamp and Thought Industries stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | |
WorkRamp Thought Industries first choice named as an alternative argued againstblank: not namedEach cell is one answer, WorkRamp on the left and Thought Industries on the right.The direct prompt
The plain question, one answer per model, grouped by where WorkRamp and Thought Industries stood in it.
WorkRamp first, Thought Industries not the choice
2 of 12 modelsThought Industries was named in the answer but not as the choice, or not at all.Kimi K2Gainsight Customer Education, WorkRamp alternatives: LearnUpon, Skilljar
MiniMax M2.5Skilljar, WorkRamp alternatives: Gainsight Customer Education, LearnWorlds, TalentLMS
Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Skilljar alternatives: Gainsight Customer Education, Thought Industries
Gemini 3.5 FlashSkilljar alternatives: Gainsight Customer Education, LearnUpon, TalentLMS, Thought Industries, WorkRamp
Perplexity SonarLearnUpon alternatives: Docebo, Gainsight Customer Education, Skilljar, WorkRamp
Grok 4.1 FastSkilljar alternatives: Absorb LMS, LearnUpon, LearnWorlds, TalentLMS, WorkRamp
DeepSeek V4 FlashGainsight Customer Education alternatives: LearnUpon, LearnWorlds, WorkRamp
Qwen 3.7 FlashSkilljar alternatives: Absorb LMS, LearnUpon, TalentLMS, Thinkific, WorkRamp
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniDocebo alternatives: Absorb, LearnUpon, Skilljar, TalentLMS
Mistral SmallLearnUpon alternatives: Absorb LMS, LearnWorlds, TalentLMS
Llama 4 Maverickno first choice
GLM 4.7 FlashXLearnUpon alternatives: Absorb LMS, Beetsol, LearnWorlds, TalentLMS
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
WorkRamp0%#9 of 12Thought Industries0%#10 of 12Mid-marketThe figures above
WorkRamp leads by five points.
WorkRamp7%#4 of 13Thought Industries2%#8 of 13Enterprise
The order flips: Thought Industries leads at enterprise.
Thought Industries5%#4 of 10WorkRamp0%#9 of 10What the models said about WorkRamp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · hard negative
“Weak and inflexible reporting - Most common complaint; "not very robust," hard to use” Kimi K2 · negative prompt · hard negative
“Proceed with Caution: WorkRamp ... its acquisition by Learning Pool has introduced transition uncertainty” Gemini 3.5 Flash · negative prompt · soft negative
“Tier 2: The Mid-Market All-Rounders (Highly recommended for 500-person companies)... WorkRamp: An exceptional "hybrid" LMS.” Gemini 3.5 Flash · scale prompt · first choice
“For most mid-market B2B companies, Skilljar, WorkRamp, or Northpass ... would be the strongest choices” MiniMax M2.5 · direct prompt · first choice
“For most mid-market B2B SaaS companies, Northpass or WorkRamp hit the sweet spot” Kimi K2 · direct prompt · first choice
What the models said about Thought Industries
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“"Bait-and-switch" pricing concerns - One reviewer flagged a "new pricing model, a 50% increase, classic bait-n-switch"” Kimi K2 · negative prompt · hard negative
“Enterprise platforms (Skilljar, Thought Industries, Docebo): Start at $25,000+/year” Kimi K2 · budget prompt · hard negative
“Lowest-rated among enterprise options... Best avoided for small/mid-sized teams” Grok 4.1 Fast · negative prompt · hard negative
“My top recommendation: Start with Thought Industries if you need API flexibility and have $25K+ budget” Mistral Small · paraphrase prompt · first choice
“Skilljar or Thought Industries are usually the most customer-education-native.” GPT-5.4 mini · comparative prompt · first choice
“Thought Industries is a B2B-focused customer education platform with strong e-commerce capabilities” Claude Haiku 4.5 · direct prompt · alternative
Also compared
TalentLMS vs WorkRampTalentLMS vs Thought IndustriesLearnUpon vs WorkRampLearnUpon vs Thought IndustriesSkilljar vs WorkRampSkilljar vs Thought IndustriesWorkRamp vs Gainsight Customer EducationWorkRamp vs LearnWorldsWorkRamp vs Absorb LMSGainsight Customer Education vs Thought IndustriesLearnWorlds vs Thought IndustriesAbsorb LMS vs Thought IndustriesAll twenty-eight head-to-head pages and the full customer education standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.