Contact center quality assurance · November 2026 Edition
ScorebuddyCX vs Insightful
Three of fourteen models named ScorebuddyCX first on the direct prompt; one named Insightful. ScorebuddyCX was named by thirteen of the fourteen models and Insightful by eight and ScorebuddyCX carries 21 labels and Insightful 14, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 17; printed, not drawn.
Labels2114A 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 Insightful · 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 modelsInsightful
Direct31
Paraphrase10
Comparative00
Budget-constrained11
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 Insightful stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 Insightful first choice named as an alternative argued againstblank: not namedEach cell is one answer, ScorebuddyCX on the left and Insightful on the right.The direct prompt
The plain question, one answer per model, grouped by where ScorebuddyCX and Insightful stood in it.
ScorebuddyCX first, Insightful an alternative
3 of 14 modelsInsightful 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
Insightful first, ScorebuddyCX not the choice
1 of 14 modelsScorebuddyCX was named in the answer but not as the choice, or not at all.Mistral SmallInsightful, Zendesk QA alternatives: CallFinder, EvaluAgent
Neither was the first choice, one was named
4 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
DeepSeek V4 FlashZendesk QA alternatives: EvaluAgent, Observe.AI, ScorebuddyCX, Voxjar
Qwen 3.7 FlashVoxjar alternatives: EvaluAgent, Insightful, Zendesk QA
GPT-6 LunaEvaluAgent alternatives: Level AI, ScorebuddyCX, Zendesk QA
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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
Llama 4 Maverickno first choice
Kimi K2EvaluAgent alternatives: MaestroQA, Observe.AI, Zendesk QA
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
ScorebuddyCX leads by two points.
ScorebuddyCX7%#5 of 13Insightful6%#6 of 13Mid-marketThe figures above
ScorebuddyCX leads by six points.
ScorebuddyCX10%#4 of 17Insightful4%#7 of 17Enterprise
ScorebuddyCX leads by eight points.
ScorebuddyCX8%#4 of 15Insightful0%#– of 15What 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 Insightful
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Insightful and Zendesk QA are top contenders due to their comprehensive features, ease of use, and strong integration capabilities” Mistral Small · direct prompt · first choice
“Recommendation: Start with Insightful if you have fewer than 20 agents.” Qwen 3.7 Flash · budget prompt · first choice
“Real-time dashboards, smart scorecards, and performance tracking. Highly rated (4.8/5) for mid-size businesses” Grok 4.20 · direct prompt · alternative
Also compared
Voxjar vs ScorebuddyCXVoxjar vs InsightfulEvaluAgent vs ScorebuddyCXEvaluAgent vs InsightfulMaestroQA vs ScorebuddyCXMaestroQA vs InsightfulScorebuddyCX vs ScorebuddyScorebuddyCX vs Zendesk QAScorebuddyCX vs Talkdesk Quality ManagementScorebuddy vs InsightfulZendesk QA vs InsightfulInsightful 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.