Small business▼−14Since September 2026: 16% → 2%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.
2%from 16% in September 2026
Cleared the floor by 3 pointsRank 2 → 8 of 67
Rippling · 2 categories · RankedRippling IT
26Judge labels
1First choices
0Negative labels
10 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in ITAM for small business buyers
Rank 38 of 82 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 1 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business8 of 74
2%16 labels
accepted challenger
Mid-market38 of 82
0%1 label
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In itam · 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 Rippling IT 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 |
|---|---|---|---|---|---|---|---|
| IT asset management | IT operations and endpoint | 0% | 38 of 82 | 0% | 1 | under 10 labels · led by Freshservice at 31% | newNew since September 2026: not ranked then, 0% now. |
| SaaS management platforms | IT operations and endpoint | 0% | 52 of 64 | 0% | 1 | under 10 labels · led by Torii at 34% |
Movement
Since September 2026, Rippling IT held within the floor in all two categories: no change cleared 11 points.
Best category · ITAM · by segment
Mid-marketnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 37 of 75, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| ITAM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 38 of 82, unchanged |
| SaaS management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 52 of 64, unchanged |
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 Rippling IT 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 Rippling IT 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 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 |
| 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
Direct7 labelsNone
Paraphrase5 labelsNone
Comparative3 labelsNone
Budget-constrained1 labelNone
Scale-constrained7 labels1
Negative3 labelsNone
First choiceAlternativeMentionNegative26 labels in all, every segment counted; 1 of the 1 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.
“their IT Cloud module is highly disruptive for 500-person companies” Gemini 3.5 Flash · ITAM · scale prompt · alternative
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 Rippling IT, over the 26 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rippling IT was named but was not.ShowHide
Named alongside
The products named in the same answers as Rippling IT, over the 26 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rippling IT 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 Rippling IT. 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 26 of the 26 answers that named Rippling IT and are not a share of its labels.
Domains cited
rippling.comYour site23
deel.com12
virima.com12
g2.com10
resources.rework.com9
assetpanda.com8
blog.invgate.com8
desk365.io7
capterra.com6
forbes.com6
Seventy-eight of the 101 domain citations in answers naming Rippling IT came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
rippling.com is not in Google's top ten for any of the category's searches. In the answers, Rippling IT takes 0% of first choices and Freshservice takes 31%.ShowHide
Search and answers
rippling.com is not in Google's top ten for any of the category's searches. In the answers, Rippling IT takes 0% of first choices and Freshservice takes 31%.
ShowHideIn search
Google, US estimatesPosition for “it asset management platform”
–
not in the top ten
Position for “it asset management platforms”
–
not in the top ten
- Searches for its name, Google
- 880 a month (“rippling it”)
- AI search demand for its name, est.
- 17,886 a month
- Its company's site
- rippling.com shared with Rippling's other products; the figures are the site's
- Organic visits to its site
- about 712,399 a month
- Searches its site ranks for
- 71,578 · 4,709 in the top three
- Sites linking to it
- 14,120
- Paid Google search
- 59 searches its ads show for, about 885 clicks and $42,013 a month (estimate)
In answers
This editionShare of first choices
0%
rank 38 of 82 in ITAM
Segment leader
31%
Freshservice
- First choices
- 1 across its categories
- Named in
- 26 answers
- Its own site cited
- in 26 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
Names read as Rippling IT
What the judge wrote, as written, with how often. The vendor table decides that these count as Rippling IT; a claim can dispute any of them.
Rippling (IT Cloud) 1
Follow Rippling IT
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
Rippling is the company behind Rippling IT.ShowHide
The company
Rippling is the company behind Rippling IT.
ShowHideOn record
Company records- Also from Rippling
- Rippling Spend
In its own words
Stated by the vendor, not checked- Positioning
- Custom apps built on demand by Rippling engineers
- For
- growing companies
- Free plan or trial
- Free IT Stack Assessment rippling.com/it-tech-stack-growth-assessment
- Integrations claimed
- 650 rippling.com/rippling-solutions
- Customers named
- KargoSequoia RiverlandsFluxxAthena
- Not stated on the pages read
- Price, starting price, certifications, hosting
What Rippling IT's own pages state, read September 28, 2026: rippling.com/rippling-solutions, rippling.com/request-rippling-it-live-tour, rippling.com/it-tech-stack-growth-assessment, rippling.com/en-AU/request-rippling-it-live-tour, rippling.com/resources/it-management-software-buyers-guide. 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 Rippling IT'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 Rippling IT, 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 Rippling IT by email, built from the raw record of the edition. It shows:
- where Rippling IT 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 Rippling IT, 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.