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GTM AI Index
Index › Products › Calabrio ONE · October 2026 Edition
1 category · Ranked

Calabrio ONE

19Judge labels
0First choices
4Negative labels
11 / 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.
Best standing
0% in Contact center QA for enterprise buyers
Rank 30 of 81 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 3 labels there were negative.
By buyer segmentRead the same way at every buyer size.
In contact center qa · 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Contact center quality assuranceCustomer0%30 of 810%3under 10 labels · led by EvaluAgent at 28%

Movement

This is the first edition on this tier, so no move can be computed for Calabrio ONE yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

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.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini01001
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00101
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna01001
Muse Glimmer 30B00000

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
Paraphrase0 labelsNone
Comparative4 labelsNone
Budget-constrained1 labelNone
Scale-constrained3 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative19 labels in all, every segment counted; 0 of the 0 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.

“Combines quality management with recording, workforce management, analytics, and coaching” GPT-6 Luna · Contact center QA · comparative prompt · alternative
“better if you also want broader workforce management / WEM alongside QA” GPT-5.4 mini · Contact center QA · direct 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 19 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.
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ProductSame answerTook the first choice insteadHead to head
NICE CXone Quality Management13 of 194Not among the top eight
Verint Quality Management11 of 190Not among the top eight
Genesys Cloud CX10 of 191Not among the top eight
Observe.AI8 of 190Not among the top eight
Scorebuddy6 of 190Not among the top eight
Playvox5 of 190Not among the top eight
Zendesk QA5 of 190Not among the top eight
CallMiner Eureka4 of 190Not among the top eight
Five9 Quality Management4 of 190Not among the top eight
Balto3 of 191Not among the top eight
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 16 of the 19 answers that named Calabrio ONE and are not a share of its labels.

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 EvaluAgent takes 28%.
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In search

Google, US estimates
Position for “contact center quality assurance tool”
–
not in the top ten
Position for “best contact center quality assurance tool”
–
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
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
Ads on GoogleDetailLess
18 ads · 14 text, 2 image, 2 video · 0 shown in the last 30 days

First shown January 2024, as Calabrio, Inc., verified. Ads started 2025-11 to 2026-10: 4 in the year, 14 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
0%
rank 30 of 81 in Contact center QA
Segment leader
28%
EvaluAgent
First choices
0 across its categories
Named in
19 answers
Its own site cited
in 16 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.

What it publishes

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Addresses on calabrio.com
2,618
subdomains included
Content
2,204
counted in the table below
Documentation
6
Product · Integration
1 · 151
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog1,14502022-07-08CRM
News or press48902025-10-22CRM
Case study36302025-02-21
Glossary or explainer9612026-07-07CRM
Conference or event4182026-09-23
Report or ebook3702026-06-21
Comparison1302026-06-21
Webinar or virtual event1122026-08-21
Podcast or video602025-11-10
Template or tool302026-05-08

Most recent

How it is countedHide how it is counted

Every page calabrio.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 (17); 0 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.

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 1

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 ONE is its own company.
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In 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
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.
The subscriber app

A verification link goes to your work email; an address at calabrio.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.