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Contact center quality assurance · November 2026 Edition

Voxjar vs Insightful

One of fourteen models named Voxjar first on the direct prompt; one named Insightful. Voxjar was named by ten of the fourteen models and Insightful by eight and Voxjar carries 18 labels and Insightful 14, so the shares are not directly comparable.

Voxjar

accepted challenger

Named in one category this edition.

Insightful

accepted challenger

Named in one category this edition.

First-choice share21%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#1#7A position in a field of 17; printed, not drawn.
Labels1814A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Voxjar 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 EvaluAgent · Voxjar vs MaestroQA · Voxjar 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.
VoxjarFirst choices, of fourteen modelsInsightful
Direct11
Paraphrase20
Comparative00
Budget-constrained71
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, Voxjar and Insightful were named in the same answer twelve times, of the 48 answers naming Voxjar and the 32 naming Insightful. In those answers Insightful took the first choice one time and Voxjar six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Voxjar and Insightful 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
Voxjar Insightful first choice named as an alternative argued againstblank: not namedEach cell is one answer, Voxjar on the left and Insightful on the right.

The direct prompt

The plain question, one answer per model, grouped by where Voxjar and Insightful stood in it.

Voxjar first, Insightful an alternative

1 of 14 modelsInsightful was named in the answer but not as the choice, or not at all.
Qwen 3.7 FlashVoxjar alternatives: EvaluAgent, Insightful, Zendesk QA

Insightful first, Voxjar not the choice

1 of 14 modelsVoxjar 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.
Claude Haiku 4.5ScorebuddyCX alternatives: CloudTalk, EvaluAgent, Voxjar
Perplexity SonarScorebuddy alternatives: Level AI, Rippit, formerly MaestroQA, Talkdesk Quality Management, Voxjar, Zendesk QA
Grok 4.20ScorebuddyCX alternatives: CloudTalk, EvaluAgent, Insightful, SQM CX Quality™, Zendesk QA
DeepSeek V4 FlashZendesk QA alternatives: EvaluAgent, Observe.AI, ScorebuddyCX, Voxjar

Neither was named

8 of 14 modelsThe answer made no first choice from these two in this category.
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
Llama 4 Maverickno first choice
Kimi K2EvaluAgent alternatives: MaestroQA, Observe.AI, Zendesk QA
GLM 4.7 FlashXPlayvox QM, ScorebuddyCX alternatives: CloudTalk, EvaluAgent
MiniMax M2.5MaestroQA alternatives: Convin, Scorebuddy
GPT-6 LunaEvaluAgent alternatives: Level AI, ScorebuddyCX, Zendesk QA
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
Voxjar leads by fifteen points.
Voxjar20%#1 of 13
Insightful6%#6 of 13
The full small business standing →
Mid-marketThe figures above
Voxjar leads by seventeen points.
Voxjar21%#1 of 17
Insightful4%#7 of 17
The full mid-market standing →
Enterprise
Voxjar leads by two points.
Voxjar2%#– of 15
Insightful0%#– of 15
The full enterprise standing →

What the models said about Voxjar

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

“Move to Voxjar immediately once you exceed 10-15 agents, as the flat fee becomes more economical than per-seat pricing.” Qwen 3.7 Flash · budget prompt · first choice
“Best Overall for Very Low Budget: Voxjar – free tier, unlimited users, no per‑user fees, and easy to start.” GLM 4.7 FlashX · budget prompt · first choice
“Self‑serve AI QA, unlimited users, free tier; AI scoring and coaching; no sales calls required” GLM 4.7 FlashX · 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

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.