AirworthIQ's vision extraction technology paired with reasoning pass turns decades of handwritten entries into structured maintenance history, catching what single-pass OCR misses.

The scanner now flags inconsistent total-time entries across volume boundaries surfacing transcription errros and undisclosed gaps that buyers and pre-buy inspectors typically miss.

Buried AD references inside dense annual inpection blocks are now parsed and matched to the FAA database, turning the hardest part of a pre-buy into a verifiable compliance record.

The technical and research challenges behind expanding Crucible's context window, and what the change enables.

What production-scale extraction jobs reveal about precision, recall, and how to get better results from your schema.

How a contract review product used Crucible to extract clauses with near-zero hallucination rate.

How an investment research team processes 200 earnings reports with a two-stage Fast and Deep Mode pipeline.

Reasoning v2, Crucible Pro, 256K context, structured output mode, and a fully rebuilt dashboard.

Adaptive reasoning depth, 14-point benchmark gains, and 22% lower latency. No migration required.

How to build a three-stage contract review pipeline that extracts, flags, and summarizes in a single workflow.

A two-pass pipeline pattern for synthesizing large bodies of research without losing nuance.

The problem with general-purpose models in high-stakes domains, and why we chose to build something narrower.

Predictability, structured outputs, reasoning transparency, and stability. The four things we optimize for.