i.The shapes a custom engagement takes.
Six shapes account for nearly every project we run. The shape is decided in the scoping conversation, not by a price list. Pick the one that sounds like your room; we will tell you in the first call if it fits.
i.
Vision systems for industry.
Defect classification on production lines, count and posture detection on a shop floor, PPE compliance at gates, gauge reading from analog dials. We have shipped four of these. Each is a model trained on the room it lives in, not a generic vision API.
CCTV · industrialCPU-onlyon-prem
ii.
Document AI for messy paperwork.
Invoices on carbon paper, hand-marked forms, regional-language receipts, bills of lading scanned at angles. We extract structured fields with provenance, so your accounts team can audit a row back to a pixel. Built for the documents your generic OCR vendor refused.
multilingualaudit-readyhand-marked
iii.
Predictive systems on your data.
Failure forecasting for irrigation pumps, demand forecasting for a regional retailer, churn risk for a subscription product. We refuse to forecast on synthetic data; if you can hand us two years of clean history, we can hand you a model with a calibrated confidence band.
time-seriescalibratedexplainable
iv.
Conversational systems with citations.
Internal copilots over your policy manuals, technical docs, or compliance archives. Every answer cites the source line. We build small, fast, retrieval-grounded systems that work on a dataset of 50,000 documents without making things up.
groundedcitation-firston-prem option
v.
Acoustic & sensor models.
Anomaly detection from a microphone or vibration sensor on a machine. Bird-call classification for a conservation project. Anything where the input is a waveform and the output is a label. Niche, but we have shipped two.
edgeembeddedlow-power
vi.
Research-as-a-service.
A retainer model where you bring us the question of the week and we return a written experiment by Friday. For teams that have a research budget but not the headcount. Minimum three months, capped at two questions a week.
retainerwrittenweekly