Contact center quality assurance · November 2026 Edition
ScorebuddyCX vs Scorebuddy
Three of fourteen models named ScorebuddyCX first on the direct prompt; two named Scorebuddy. ScorebuddyCX was named by thirteen of the fourteen models and Scorebuddy by eleven and ScorebuddyCX carries 21 labels and Scorebuddy 20, so the shares are not directly comparable.
Named in one category this edition.
Scorebuddy
accepted challengerNamed in one category this edition.
First-choice share10%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 17; printed, not drawn.
Labels2120A 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 Scorebuddy · 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 modelsScorebuddyDirect32
Paraphrase10
Comparative00
Budget-constrained131 against Scorebuddy
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ScorebuddyCX and Scorebuddy stood in it.
| Model | DirectSC | ParaphraseSC | ComparativeSC | Budget-constrainedSC | Scale-constrainedSC | NegativeSC |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | SC | |||
| GPT-5.4 mini | | SC | ||||
| Gemini 3.5 Flash | SC | SC | SC | SC | ||
| Perplexity Sonar | SC | | SC | |||
| Grok 4.20 | | | SC | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | SC | |||||
| Qwen 3.7 Flash | SC | |||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | SC | |||
| MiniMax M2.5 | SC | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | SC | | SC |
ScorebuddyCXSC Scorebuddy first choice named as an alternative argued againstblank: not namedEach cell is one answer, ScorebuddyCX on the left and Scorebuddy on the right.The direct prompt
The plain question, one answer per model, grouped by where ScorebuddyCX and Scorebuddy stood in it.
ScorebuddyCX first, Scorebuddy not the choice
3 of 14 modelsScorebuddy 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
Scorebuddy first, ScorebuddyCX not the choice
2 of 14 modelsScorebuddyCX was named in the answer but not as the choice, or not at all.Perplexity SonarScorebuddy alternatives: Level AI, Rippit, formerly MaestroQA, Talkdesk Quality Management, Voxjar, Zendesk QA
Muse Glimmer 30BPlayvox QM, Scorebuddy alternatives: Balto, CloudTalk, EvaluAgent
Neither was the first choice, one was named
5 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
DeepSeek V4 FlashZendesk QA alternatives: EvaluAgent, Observe.AI, ScorebuddyCX, Voxjar
MiniMax M2.5MaestroQA alternatives: Convin, Scorebuddy
GPT-6 LunaEvaluAgent alternatives: Level AI, ScorebuddyCX, Zendesk QA
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallInsightful, Zendesk QA alternatives: CallFinder, EvaluAgent
Llama 4 Maverickno first choice
Qwen 3.7 FlashVoxjar alternatives: EvaluAgent, Insightful, Zendesk QA
Kimi K2EvaluAgent alternatives: MaestroQA, Observe.AI, Zendesk QA
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
Scorebuddy leads by thirteen points.
Scorebuddy20%#2 of 13
ScorebuddyCX7%#5 of 13Mid-marketThe figures above
Level: the same share of first choices.
ScorebuddyCX10%#4 of 17Scorebuddy10%#5 of 17
The full mid-market standing →Enterprise
The order flips: ScorebuddyCX leads at enterprise.
ScorebuddyCX8%#4 of 15Scorebuddy0%#– 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 Scorebuddy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“capable choices for human-led QA, but pricing is generally less transparent and may be less suitable for a very constrained budget” Perplexity Sonar · budget prompt · soft negative
“For very tight budgets, Scorebuddy and EvaluAgent offer transparent, predictable per-seat pricing.” Claude Haiku 4.5 · budget prompt · first choice
“For most mid-market B2B companies, Scorebuddy is the best dedicated contact-center QA choice.” Perplexity Sonar · direct prompt · first choice
“The best contact center quality assurance tool for a company with a limited budget is Scorebuddy.” Llama 4 Maverick · budget prompt · first choice
Also compared
Voxjar vs ScorebuddyCXVoxjar vs ScorebuddyEvaluAgent vs ScorebuddyCXEvaluAgent vs ScorebuddyMaestroQA vs ScorebuddyCXMaestroQA vs ScorebuddyScorebuddyCX vs Zendesk QAScorebuddyCX vs InsightfulScorebuddyCX vs Talkdesk Quality ManagementScorebuddy vs Zendesk QAScorebuddy vs InsightfulScorebuddy vs Talkdesk Quality ManagementAll twenty-eight head-to-head pages and the full Contact center QA standing
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.