emble.in

insight7.io

insight7.io

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The problem – Teams came to us for speed. They had call transcripts and needed a fast way to extract what mattered – a quick TL;DR they could act on. Our summarization service delivered that, and customers relied on it heavily. But as usage grew, the same request kept coming up: “Can we control the format?” Instead of a generic summary, customers wanted outputs that matched how they already worked —- an email follow-up ready to send, an executive one-pager for leadership, or a checklist with prioritised action items. They weren’t asking for more text. They were asking for predictable structure. What they needed were summaries that came back in the exact format they specified, every time. Why does this matter? Customers needed to feed summaries into downstream systems like CRMs and ticketing platforms. When field names changed or required sections were missing, those integrations broke. Customers couldn’t build reliable automations on top of unpredictable outputs. Before we solved this, enterprise customers were manually editing generated summaries to fix formatting issues, wasting time on work that should have been automated. Legal and compliance teams couldn’t rely on summaries when format consistency wasn’t guaranteed. What’s the benefit of solving it? After implementing our solution, we achieved 92% structural adherence – summaries now reliably match customer templates. The business impact was significant: 75% reduction in manual edits: Enterprise customers stopped spending time reformatting AI outputs Reliable automation: Customers could now build downstream automations relying on consistent field names and types Faster enterprise adoption: Customers who needed CRM and ticketing system integration adopted the feature quickly Increased trust: Legal and compliance teams gained confidence from audit logs and consistent formatting The difference between 62% and 92% accuracy meant the difference between summaries that required constant human cleanup and summaries tha

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