How Humatech turns decades of real factory know-how into deployable robotic skills — a proven seven-step chain.
Six battle-tested steps that convert raw operational reality into robot-usable skills that compound across factories and industries.
Factory Observation
Deploy non-invasive multi-modal sensors alongside veteran industrial engineers to capture what actually happens — not what the P&ID says.
Process Structuring
Convert 10,000+ hours of video, audio and PLC trace into formal process graphs with states, transitions, failure modes and SOPs.
Skill Ontology
Map process knowledge into a canonical Humatech skill-graph: reusable units like "palletize-20kg", "QA-seal-check", "CIP-initiate".
Model Fine-tuning
Apply proprietary alignment on top of foundation vision & language models to produce skill-specific, factory-accurate policies.
Sim-to-Real Gap Closure
Validate every skill against Humatech's 800+ scenario digital-twin fleet, including rare fault states, before stepping onto a real line.
Live Compound
Every production run streams anonymized telemetry back, making every skill slightly better for every customer — a true flywheel.
Output of step 06 feeds directly back into step 01 — creating a compounding knowledge moat that widens with every factory, every line, every shift.