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

Scorebuddy

80Judge labels
14First choices
7Negative labels
14 / 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
18% in Contact center QA for mid-market buyers
Rank 2 of 81 in the mid-market standingaccepted challenger
5 of 14 models made it the first choice on the direct prompt; 3% of its 31 labels there were negative.
What the models named instead of Scorebuddy →
By buyer segmentStrongest at mid-market.
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 Scorebuddy 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 assuranceCustomer18%2 of 813%31accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Scorebuddy 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 Scorebuddy 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 4.510102
GPT-5.4 mini01001
Gemini 3.5 Flash01001
Perplexity Sonar11002
Grok 4.1 Fast31105
Mistral Small11103
DeepSeek V4 Flash02204
Llama 4 Maverick01102
Qwen 3.7 Flash00000
Kimi K211114
GLM 4.7 FlashX02002
MiniMax M2.510203
GPT-6 Luna00000
Muse Glimmer 30B11002

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
Direct18 labels8
Paraphrase11 labels3
Comparative16 labels3not counted in share
Budget-constrained11 labels2
Scale-constrained15 labels1
Negative9 labels1not counted in share
First choiceAlternativeMentionNegative80 labels in all, every segment counted; 14 of the 18 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.

“Scorebuddy (now ScorebuddyCX) stands out as one of the best contact center quality assurance (QA) tools” Grok 4.1 Fast · Contact center QA · budget prompt · first choice
“EvaluAgent and Scorebuddy are often highlighted as the most cost-effective and scalable options” Mistral Small · Contact center QA · direct prompt · first choice
“I'd recommend Scorebuddy as a strong starting point for support QA and conversation review.” Grok 4.1 Fast · Contact center QA · paraphrase prompt · first choice
“Scorebuddy is frequently highlighted for mid-market teams (50–500 agents)” Claude Haiku 4.5 · Contact center QA · direct 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.

“Suggest the vendor isn't investing in the product (mentioned about some tools like Scorebuddy)” Kimi K2 · Contact center QA · negative prompt · soft negative

Named alongside

The products named in the same answers as Scorebuddy, over the 80 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Scorebuddy was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Observe.AI24 of 802Not among the top eight
Balto18 of 802Not among the top eight
NICE CXone Quality Management17 of 801Not among the top eight
Voxjar15 of 804Not among the top eight
Dialpad14 of 801Not 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 Scorebuddy. 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 76 of the 80 answers that named Scorebuddy and are not a share of its labels.

Search and answers

Where Scorebuddy stands in Google search beside where it stands in the models' answers.
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In search

Google, US estimates
Searches for its name, Google
390 a month (“scorebuddy”)
AI search demand for its name, est.
4 a month
Its own site
No site of its own on file, so no site figures

In answers

This edition
Share of first choices
18%
rank 2 of 81 in Contact center QA
Segment leader
28%
EvaluAgent
First choices
14 across its categories
Named in
80 answers
Its own site cited
No site on file to match

Search figures are US estimates from DataForSEO, read October 5, 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.

Follow Scorebuddy

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.

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 Scorebuddy'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 Scorebuddy, 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 Scorebuddy by email, built from the raw record of the edition. It shows:

  • where Scorebuddy 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 Scorebuddy, 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 the vendor's own domain 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.

Badges

Wins only: a badge exists where Scorebuddy is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
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Scorebuddy is among the products AI models recommend first in Contact center quality assurance this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges
Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/customer/contact-center-quality-assurance/"><img src="https://gtm-ai-index.com/badges/2026-10/scorebuddy--contact-center-quality-assurance-wide.svg" alt="Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Contact center quality assurance standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides
Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/customer/contact-center-quality-assurance/"><img src="https://gtm-ai-index.com/badges/2026-10/scorebuddy--contact-center-quality-assurance-square.svg" alt="Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Contact center quality assurance standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer
Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/customer/contact-center-quality-assurance/"><img src="https://gtm-ai-index.com/badges/2026-10/scorebuddy--contact-center-quality-assurance-compact.svg" alt="Among AI models' top three in Contact center quality assurance, October 2026 Edition, GTM AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Contact center quality assurance standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.