Small business▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 9 pointsRank 10 → 32 of 42
1 category · Named, not rankedLemon Learning
9Judge labels
2First choices
1Negative labels
6 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Lemon Learning was named 3 times in Digital adoption, where Userpilot led with 30%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business32 of 42
0%1 label
under the label threshold
Mid-market14 of 45
2%3 labels
under the label threshold
Enterprise8 of 31
2%5 labels
under the label threshold
In digital adoption · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Lemon Learning for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Digital adoption and onboarding | Customer | 2% | 14 of 45 | 0% | 3 | under 10 labels · led by Userpilot at 30% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Lemon Learning held within the floor in its one category: no change cleared 11 points.
Best category · Digital adoption · by segment
Mid-market▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 49 → 14 of 45
Enterprise▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 4% in September 2026
Inside the floor by 9 pointsRank 5 → 8 of 29
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Digital adoption | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 49 → 14 of 45 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Lemon Learning across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Lemon Learning across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct1 labelNone
Paraphrase0 labelsNone
Comparative4 labelsNone
Budget-constrained3 labels1
Scale-constrained1 label1
Negative0 labelsNone
First choiceAlternativeMentionNegative9 labels in all, every segment counted; 2 of the 2 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Userlane and Lemon Learning are great for cost-effective HR/ERP rollouts.” Gemini 3.5 Flash · Digital adoption · scale prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
No model argued against it.
Named alongside
The products named in the same answers as Lemon Learning, over the 9 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Lemon Learning was named but was not.ShowHide
Named alongside
The products named in the same answers as Lemon Learning, over the 9 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Lemon Learning was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Lemon Learning. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 9 of the 9 answers that named Lemon Learning and are not a share of its labels.
Domains cited
lemonlearning.comYour site8
apty.ai7
userpilot.com7
guideflow.com6
appcues.com5
guidde.com5
learn.g2.com5
whatfix.com5
chameleon.io4
clicklearn.com3
Forty-seven of the fifty-five domain citations in answers naming Lemon Learning came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on lemonlearning.com
2,473
subdomains included
Content
429
counted in the table below
Documentation
0
Product · Integration
32 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 291 | 9 | 2026-09-28 | CRM, Digital adoption | |
| Glossary or explainer | 102 | undated | CRM | ||
| Comparison | 30 | 0 | 2024-06-24 | CDP, DMP | |
| Case study | 2 | 0 | 2024-06-27 | ||
| Template or tool | 2 | undated | |||
| Conference or event | 1 | 0 | 2022-03-18 | ||
| News or press | 1 | undated |
Most recent
- 2026-09-28Choosing in app guidance software for enterprises blog
- 2026-09-245 best tools to cut internal software support tickets blog
- 2026-09-23Servicenow adoption tools a complete guide blog
- 2026-09-22Best in app guidance tools for enterprise software blog
- 2026-09-218 factors that drive salesforce user adoption in 2026 blog
- 2026-09-21Choosing oracle adoption tools blog
How it is countedHide how it is counted
Every page lemonlearning.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name CRM (15); 6 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Follow Lemon Learning
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Lemon Learning is its own company.ShowHide
The company
Lemon Learning is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Accelerate software adoption, onboarding and training inside your business apps with Lemon Learning, Europe's leading Digital Adoption Platform.
- For
- teams
- Free plan or trial
- We do not offer a self-serve free trial lemonlearning.com/pricing
- Integrations claimed
- 300 lemonlearning.com
- Certifications
- Certification
- Hosting
- EUEurope
- Customers named
- METRO FranceStellantisEmory UniversityQueensland Country BankMetroForvis MazarsRent A Car
- Not stated on the pages read
- Price, starting price
What Lemon Learning's own pages state, read October 5, 2026: lemonlearning.com, lemonlearning.com/pricing, lemonlearning.com/solutions/it, lemonlearning.com/partners. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Lemon Learning's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Lemon Learning, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Lemon Learning by email, built from the raw record of the edition. It shows:
- where Lemon Learning is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Lemon Learning, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.