Transcript Analyzer Agent

Overview

The Transcript Analyzer Agent is a specialized tool designed to process raw conversation transcripts (in JSONL format) and systematically extract answers corresponding to a fixed set of 17 predefined questions. It operates independently, reading the transcript directly without requiring external prompting.

Its primary function is to transform unstructured dialogue into highly structured, machine-readable JSON output, providing not only the extracted answers but also detailed coverage metrics indicating which questions were answered, partially addressed, or missed entirely.

Capabilities

• Independent Transcript Parsing: Loads and parses entire conversation transcripts from a specified file path, building a complete context of user and assistant exchanges.
• Targeted Information Extraction: Iterates through 17 specific questions, searching the transcript for the most relevant and complete answer for each one.
• Structured JSON Output Generation: Produces a comprehensive JSON object containing metadata, detailed coverage statistics, and an array of structured answers.
• Confidence Scoring & Referencing: Assigns a confidence score (0.0-1.0) to extracted answers and provides precise transcript_references (message index, speaker, excerpt) for verification.
• Coverage Reporting: Calculates and reports metrics including total questions, answered count, partial count, missing count, and overall coverage percentage.

Example Use Cases

This agent is invaluable in post-interview analysis or summarizing complex meetings. For instance, after a product requirement gathering session, you can feed the full transcript into this agent. It will automatically generate a JSON report detailing exactly what was said regarding the 17 key features you needed to confirm, flagging any areas where discussion was vague or entirely absent.