Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 54 → 56 of 71
Calabrio · 1 category · Named, not rankedCalabrio ONE
11Judge labels
0First choices
2Negative labels
7 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
2 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Calabrio ONE was named 2 times in Workforce management sui, where Rippling led with 17%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business60 of 76
0%1 label
under the label threshold
Mid-market30 of 78
0%2 labels
under the label threshold
Enterprise19 of 81
0%8 labels
under the label threshold
In workforce management sui · 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 Calabrio ONE 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 |
|---|---|---|---|---|---|---|---|
| Workforce management suites | Core HR and payroll | 0% | 30 of 78 | 0% | 2 | under 10 labels · led by Rippling at 17% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Calabrio ONE held within the floor in its one category: no change cleared 13 points.
Best category · Workforce management sui · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 77 → 26 of 71
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 41 → 17 of 70
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Workforce management sui | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 77 → 30 of 78 |
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 13 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 Calabrio ONE 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 Calabrio ONE 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 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative6 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative5 labels1not counted in share
First choiceAlternativeMentionNegative11 labels in all, every segment counted; 0 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.
“Strong for mid-to-large contact centers, known for user-friendly forecasting” DeepSeek V4 Flash · Workforce management sui · comparative 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 Calabrio ONE, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Calabrio ONE was named but was not.ShowHide
Named alongside
The products named in the same answers as Calabrio ONE, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Calabrio ONE 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 Calabrio ONE. 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 11 of the 11 answers that named Calabrio ONE and are not a share of its labels.
Domains cited
assembled.com5
g2.com5
ukg.com5
gitnux.org3
nice.com3
nowsta.com3
verint.com3
amplifai.com2
aspect.com2
capterra.com2
Thirty-three of the thirty-three domain citations in answers naming Calabrio ONE came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
calabrio.com is not in Google's top ten for any of the category's searches. In the answers, Calabrio ONE takes 0% of first choices and Rippling takes 17%.ShowHide
Search and answers
calabrio.com is not in Google's top ten for any of the category's searches. In the answers, Calabrio ONE takes 0% of first choices and Rippling takes 17%.
ShowHideIn search
Google, US estimatesPosition for “wfm suites”
–
not in the top ten
Position for “workforce management software”
–
not in the top ten
- Searches for its name, Google
- 1,600 a month (“calabrio one”)
- AI search demand for its name, est.
- 7 a month
- Its company's site
- calabrio.com shared with Calabrio's other products; the figures are the site's
- Organic visits to its site
- about 6,487 a month
- Searches its site ranks for
- 548 · 43 in the top three
- Sites linking to it
- 2,876
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 30 of 78 in workforce management sui
Segment leader
17%
Rippling
- First choices
- 0 across its categories
- Named in
- 11 answers
- Its own site cited
- in 11 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 Calabrio ONE
What the judge wrote, as written, with how often. The vendor table decides that these count as Calabrio ONE; a claim can dispute any of them.
Calabrio 2
Follow Calabrio ONE
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
Calabrio is the company behind Calabrio ONE.ShowHide
The company
Calabrio is the company behind Calabrio ONE.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Calabrio products continue to be supported and developed as part of the Verint CX Automation Platform.
- For
- Calabrio customers
- Free plan or trial
- Get a Demo verint.com/calabrio-one/call-center-recording-software
- Certifications
- MiFID IIHIPAAPCI-DSS
- Customers named
- PaychexGE AppliancesWixShopify
- Not stated on the pages read
- Price, starting price, integrations, hosting
What Calabrio ONE's own pages state, read October 5, 2026: verint.com/calabrio, verint.com/calabrio-one, verint.com/calabrio-competitors, verint.com/calabrio-qm-intelligence, verint.com/calabrio-one/call-center-recording-software. 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 Calabrio ONE'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 Calabrio ONE, 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 Calabrio ONE by email, built from the raw record of the edition. It shows:
- where Calabrio ONE 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 Calabrio ONE, 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.