
EmberQA Written Interaction QA
- Scores chat, email and written interactions
- Custom rubrics with weighted quality metrics
- Metric-level explanations for every score
Quality Assurance Standards
Streamline operations with structured data extraction with AI. Transform conversations, transcripts, and documents into structured information using configured templates and automated post-analysis classification. Capture key interaction details across customer calls, messages, and emails to enhance contact center quality assurance, automate workflows, and improve operational visibility.











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Structured data extraction with AI is the automated process of analyzing unstructured communication, such as call transcripts, emails, and documents, to capture specific details into standardized formats. EmberQA uses configured extraction templates and post-analysis classification to extract critical operational details, quality metrics, and interaction metadata directly from scored conversations.
Talk to our experts for custom solutions and tailored guidance.

Extract structured data from calls, emails, and documents to automate QA and evaluate agent performance.

Capture key call details, validate message records, and assess interaction quality across high-volume accounts.

Extract policy details, monitor disclosure compliance, and classify customer claims data across conversations.

Structure interaction notes, verify script compliance, and detect conduct risks across debtor communications.
Talk to our experts for custom solutions and tailored guidance.
Evaluate every customer interaction across calls, SMS, and documents instead of relying on small manual samples.
Run custom templates on scored transcripts and documents to capture structured information accurately.
Connect extraction data and red-flag alerts directly to CRMs, ticketing systems, and internal dashboards.
Connect with our team to discuss your extraction templates, review platform capabilities, and evaluate fit for your contact center workflow.
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To help us assist you faster, please include the reason for your message so the relevant team can reach out as soon as possible.