QnA Maker Azure

A tool for building, validating, and exporting Q&A pairs tailored for Azure QnA Maker knowledge bases, suitable for rapid knowledge capture.

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About This Tool

The tool analyzes a knowledge corpus to generate structured Q&A pairs suitable for Azure QnA Maker. It identifies common questions, canonical intents, and answer mappings, then proposes high-quality pairs that align with Azure's schema. It outputs a ready-to-import JSON or YAML bundle and supports multi-language preparation.
Conceptually, the tool clusters semantically similar questions, paraphrase-normalizes phrasing, and assigns answers using source text or generated summaries. It provides scoring and optional manual adjustments to improve consistency before export.
Beneficiaries include content teams, support engineers, and chatbot developers who need repeatable, audit-friendly knowledge capture. The tool's unique value is the combination of automated QnA extraction with strict Azure QnA schema compatibility and export options. Core features include corpus import, language handling, auto-detection of duplicates, export to Azure-ready JSON, and quality controls.

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How to Use

Provide inputs: supply knowledge corpus, language, and target Q&A count; optionally set confidence thresholds and export format.
Configure processing rules: adjust deduplication and paraphrase handling to fit your guidelines.
Run extraction: the tool analyzes the corpus and generates candidate Q&A pairs aligned to Azure QnA Maker schema.
Review & refine: validate questions, adjust answers, merge duplicates, and annotate metadata as needed.
Export & validate: export the bundle as Azure-ready JSON and test import in the Azure portal or QnA Maker portal.

Frequently Asked Questions

Find Quick Answers

What is this tool for?

The tool helps build structured Q&A data for Azure QnA Maker from a knowledge corpus, enabling consistent coverage, quality control, and export compatibility. It outputs a ready-to-import format and provides validation hooks for downstream deployment.

What formats can be exported?

Exports are designed for Azure QnA Maker JSON bundles, and can be adapted to YAML if needed. The export aligns with the QnA maker schema, including questions, answers, and metadata for import into the Azure portal.

How does it handle duplicates or paraphrased questions?

The tool clusters semantically similar questions, collapses duplicates, and retains representative phrasings. It flags ambiguous items for human review and preserves a provenance trail for auditability.

Can I test the results in Azure before deployment?

Yes. The export is formatted for Azure QnA Maker; you can import the bundle into the Azure portal and run test queries to verify coverage, answer accuracy, and consistency before publishing.

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