AutoQC use cases

What do you want to learn from your recordings?

Choose the problem closest to your workflow. Each use case explains the inputs, context and result to evaluate.

Process and conversation quality

01 / Process and conversation quality

Call auditing against your SOP

Your agents serve different call types, products and customer situations. A disclosure may be mandatory in one conversation and irrelevant in another. You need an audit that follows those distinctions and gives supervisors a clear reason to inspect a call.

Explore this use case: Call auditing against your SOP
02 / Process and conversation quality

Relationship-level conversation auditing

One agent requests a document, another promises a follow-up and a third gives a different instruction. Each call can look reasonable on its own while the customer remains stuck. Journey owners need the sequence to judge whether required steps actually moved forward.

Explore this use case: Relationship-level conversation auditing
03 / Process and conversation quality

Recorded field-sales conversation analysis

A salesperson can complete the planned route while missing the focus-product conversation. Field managers need to understand what was said at the outlet, which concerns surfaced and whether the visit followed the relevant objective for that retailer and territory.

Explore this use case: Recorded field-sales conversation analysis
04 / Collections quality

Collections call analysis

A customer mentions a payment date, explains a financial difficulty and asks for another contact time. Your team needs to know exactly what was committed, which conditions apply and whether the agent followed the appropriate handling steps. Review those details together before prioritizing cases for a supervisor.

Explore this use case: Collections call analysis

Sales and customer understanding

01 / Sales and customer understanding

Sales objection analysis and handling review

A lost sale tells you little about whether the customer questioned affordability, needed another decision-maker or wanted clearer product information. Sales leaders need the concern and the response together to decide what the team should practise.

Explore this use case: Sales objection analysis and handling review
02 / Sales and customer understanding

Voice of customer analysis from conversations

Support calls, onboarding discussions and customer follow-ups contain requests that never reach a survey. Your CX or product team needs to see which concerns recur, what customers actually mean and where a closer investigation would be useful.

Explore this use case: Voice of customer analysis from conversations
03 / Sales and customer understanding

Complaint and repeat-contact analysis

Your dashboard shows closure, but the customer calls again about the same problem. Complaint teams need to inspect the sequence: what was promised, which handoff occurred, what changed and whether the available evidence supports the recorded resolution.

Explore this use case: Complaint and repeat-contact analysis

Research and response analysis

01 / Research operations

Research fieldwork quality control

Your fieldwork batch is ready for processing, but checking a few interviews leaves questions unanswered. Did the respondent meet the study criteria? Does the entered answer match what they said? Was a required probe used? Bring those questions into one study-specific review, with the record and question identifiers your team already uses.

Explore this use case: Research fieldwork quality control
02 / Qualitative research

Qualitative research analysis

Your interviews are complete, but the insight is scattered across long conversations. You need to compare experiences, understand why respondents differ and build an argument for the study objectives. Start with the guide and the analysis grid you want to work in, then connect each finding back to the relevant source.

Explore this use case: Qualitative research analysis
03 / Conversation content quality

Semantic conversation quality control

A dataset assigned to commuting may contain a suitable question about transport but an answer about food preferences. A single conversation score hides that distinction. Separate the two relationships so reviewers know whether to inspect the prompt, the response or the way the segments were paired.

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04 / Survey data operations

Survey audio transcription

Your survey has recorded open-ended answers, but a folder of text files is not enough for coding or analysis. Each response needs the correct project, respondent and question. Define that linkage at the start so your team can reconcile the export with the survey records and inspect mapping exceptions.

Explore this use case: Survey audio transcription

Have a different analysis question?

If your workflow uses recorded conversations or responses, describe what you want to check or understand. We can discuss whether it fits the analysis scope.

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