01
Document classification
- Built from your labels — no labeling project
- Low-confidence cases routed for review, not guessed
- Retrains on live traffic as documents change
82.1%97.8%
Crucible
the AI ML Engineer
From plain language to a production model.
Forge 01
The first model built exclusively for machine learning engineering.
Reviews experiments.
Evaluates outcomes.
Diagnoses issues.
Recommends next steps.
Point Crucible at a task. It builds the specialist and keeps it sharp.
A model built for the job, shipped with evals and monitoring, and retrained on your traffic so it sharpens over time.
02
Customer intent routing
- Trained on your conversations and routing tree
- Wrong routes caught in evals, not by customers
- Relearns as new intents and products appear
74.3%96.2%
03
Contract extraction
- Built around your schema — MSAs, NDAs, order forms
- Structured output, not free text to re-parse
- New clause patterns folded in over time
68.9%94.6%
04
Support resolution
- Trained on your resolutions and policies
- Every answer graded before it sends
- Sharpens on every resolved ticket
71.2%93.1%
05
Compliance screening
- Built around your policies and thresholds
- Consistent, auditable decisions at volume
- Rule changes retrained in as they land
79.5%98.1%
06
And whatever's next
Define what “correct” looks like and Crucible builds the specialist — classification, extraction, routing, scoring, generation.