Case studyAdvisory, internal toolingName withheld

From scattered PDF reports to sector benchmarks.

An internal tool that reads diagnostic reports in PDF, extracts structured data with an LLM and rolls it up into benchmarks by sector, company and unit.

Delivered as
Internal web application and extraction service
Users
Consultants and analysts
Services
AI with guardrails · Data strategy & intelligence
01 — The challenge

Diagnostic reports accumulated in a corporate drive as PDFs. The data was there, but comparing one company with its sector meant opening files one by one.

02 — What we built
  • A pipeline that picks up diagnostic reports from the corporate drive as they are added.
  • An LLM extraction step that reads both text and images and returns structured data.
  • A hierarchy of sector, company and unit that every extracted record is attached to.
  • Benchmark dashboards and reports that compare a unit with its company and its sector.

03 — Engineering highlights

04 — What changed

Reports that used to sit in folders now feed comparable data. A unit can be read against its company and its sector without opening a single PDF.