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Knowledge Buddy
Knowledge Buddy is Shwaira’s AI-powered document intelligence system that transforms complex documents into structured, reliable knowledge.
It enables accurate understanding, retrieval, and reasoning over documents at scale.
OCR vs Native Text vs Layout-Aware Parsing
OCR is often treated as the starting point of document intelligence. Once text is extracted, the assumption is that understanding can follow. In practice, many document systems fail not because…
From Documents to Knowledge: What Happens After Ingestion
Most document intelligence conversations treat ingestion as a mechanical step- upload a file, pass it to OCR, and move on. In practice, ingestion is the most decisive phase of the…
Thinking in Layers: How Document Intelligence Systems Are Structured
Most teams first encounter document intelligence through individual capabilities. OCR reads text. RPA moves data. Analytics interpret patterns. Each works well in isolation. Problems start when they are expected to…
Knowledge Buddy: Engineering a System for Document Intelligence at Scale
Most organizations today don’t suffer from a lack of data. They suffer from a lack of usable knowledge. Critical information lives inside contracts, reports, profiles, annexures, and historical records, which are…
01. How do you decide the right approach for our use case?
02. We already have systems in place so will this require a full rebuild?
03. How do you avoid building something impressive that doesn’t work at scale?
04. When does it make sense to use AI versus automation or rules-based logic?
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