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Professional services · A professional services firm (sample)
Research time reduced ~60%
~60%Research time saved
Problem
Institutional knowledge was trapped across drives and wikis; finding the right precedent was slow and inconsistent.
Approach
We built a retrieval-augmented assistant over their document corpus with an evaluation harness, source citations, and guardrails to prevent confident-but-wrong answers.
Stack
ClaudePythonVector DBTypeScriptNext.js
Outcome
Staff get cited answers in seconds, with a measurable drop in time spent hunting for documents.
“It answers with sources, so people actually trust it. That was the whole battle.”