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Contact center quality assurance · November 2026 Edition

ScorebuddyCX vs Zendesk QA

Three of fourteen models named ScorebuddyCX first on the direct prompt; two named Zendesk QA. ScorebuddyCX was named by thirteen of the fourteen models and Zendesk QA by fourteen and ScorebuddyCX carries 21 labels and Zendesk QA 38, so the shares are not directly comparable.

ScorebuddyCX

accepted challenger

Named in one category this edition.

Zendesk QA

accepted challenger

By Zendesk, San Francisco, United States, founded 2007. Named in one category this edition.

First-choice share10%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%3%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 17; printed, not drawn.
Labels2138A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ScorebuddyCX reading right to left. Rank and label count are printed, not drawn.EvaluAgent was named alongside these two in eleven of the fourteen direct answers. Voxjar vs ScorebuddyCX · Voxjar vs Zendesk QA · EvaluAgent vs ScorebuddyCX

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the contact center quality assurance page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ScorebuddyCXFirst choices, of fourteen modelsZendesk QA
Direct32
Paraphrase12
Comparative00
Budget-constrained101 against Zendesk QA
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, ScorebuddyCX and Zendesk QA were named in the same answer twenty-six times, of the 48 answers naming ScorebuddyCX and the 108 naming Zendesk QA. In those answers Zendesk QA took the first choice three times and ScorebuddyCX six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where ScorebuddyCX and Zendesk QA stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
ScorebuddyCX Zendesk QA first choice named as an alternative argued againstblank: not namedEach cell is one answer, ScorebuddyCX on the left and Zendesk QA on the right.

The direct prompt

The plain question, one answer per model, grouped by where ScorebuddyCX and Zendesk QA stood in it.

ScorebuddyCX first, Zendesk QA an alternative

3 of 14 modelsZendesk QA was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5ScorebuddyCX alternatives: CloudTalk, EvaluAgent, Voxjar
Grok 4.20ScorebuddyCX alternatives: CloudTalk, EvaluAgent, Insightful, SQM CX Quality™, Zendesk QA
GLM 4.7 FlashXPlayvox QM, ScorebuddyCX alternatives: CloudTalk, EvaluAgent

Zendesk QA first, ScorebuddyCX an alternative

2 of 14 modelsScorebuddyCX was named in the answer but not as the choice, or not at all.
Mistral SmallInsightful, Zendesk QA alternatives: CallFinder, EvaluAgent
DeepSeek V4 FlashZendesk QA alternatives: EvaluAgent, Observe.AI, ScorebuddyCX, Voxjar

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniTalkdesk Quality Management alternatives: EvaluAgent, MaestroQA, Salesforce Service Cloud, ScorebuddyCX, my.SQM Auto QA
Gemini 3.5 FlashMaestroQA alternatives: EvaluAgent, Level AI, Scorebuddy, Zendesk QA
Perplexity SonarScorebuddy alternatives: Level AI, Rippit, formerly MaestroQA, Talkdesk Quality Management, Voxjar, Zendesk QA
Qwen 3.7 FlashVoxjar alternatives: EvaluAgent, Insightful, Zendesk QA
Kimi K2EvaluAgent alternatives: MaestroQA, Observe.AI, Zendesk QA
GPT-6 LunaEvaluAgent alternatives: Level AI, ScorebuddyCX, Zendesk QA

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Llama 4 Maverickno first choice
MiniMax M2.5MaestroQA alternatives: Convin, Scorebuddy
Muse Glimmer 30BPlayvox QM, Scorebuddy alternatives: Balto, CloudTalk, EvaluAgent

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Zendesk QA leads by four points.
Zendesk QA11%#3 of 13
ScorebuddyCX7%#5 of 13
The full small business standing →
Mid-marketThe figures above
The order flips: ScorebuddyCX leads at mid-market.
ScorebuddyCX10%#4 of 17
Zendesk QA8%#6 of 17
The full mid-market standing →
Enterprise
ScorebuddyCX leads by six points.
ScorebuddyCX8%#4 of 15
Zendesk QA2%#11 of 15
The full enterprise standing →

What the models said about ScorebuddyCX

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“ScorebuddyCX (or Scorebuddy) stands out as the best contact center quality assurance (QA) tool for a mid-market B2B company.” Grok 4.20 · direct prompt · first choice
“For most mid-market B2B companies, ScorebuddyCX or Playvox QM are likely your best bets” GLM 4.7 FlashX · direct prompt · first choice
“ScorebuddyCX is recommended for teams that want QA, coaching, and training in one platform” Claude Haiku 4.5 · paraphrase prompt · first choice

What the models said about Zendesk QA

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Great if you're already on Zendesk ... However, the per-agent pricing can add up.” DeepSeek V4 Flash · budget prompt · soft negative
“Zendesk QA if you're on Zendesk (best integration, best UX, reasonable price)” DeepSeek V4 Flash · direct prompt · first choice
“My default pick would be Zendesk QA—if your support team already runs on Zendesk.” GPT-6 Luna · paraphrase prompt · first choice
“My Top Recommendation: Zendesk QA (formerly Klaus)” Kimi K2 · paraphrase prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.