About
We build the intelligence layer for the physical world.
Ipnops is a family of AI-native platforms for the physical world. Coast watches and intervenes in dynamic coastal ecosystems. Grid does the same for energy systems. Industry does it for the factories, plants, mines, fields, and warehouses that everything else depends on.
Vision
The floor is becoming a continuous, intelligent system.
Industrial systems of 2026 are not the radial PLC + HMI hierarchies of 1995. Vision-Language-Action models drive cobots without per-task programming. RL controllers tighten the variance band on chemical loops by a measurable margin. Cat MineStar haul trucks run through shift change. Cognex vision rigs inspect 1,200 parts per minute with sub-pixel repeatability. Gigafactories inspect every cell at 0.3 seconds each. The instrument set is in place; the intelligence layer is what’s missing.
Ipnops Industry is built to be that layer. It ingests every signal an industrial system emits, fuses it through foundation models, surfaces understanding, makes predictions, simulates interventions, and — when authorised — acts.
Principles
What we build, and why.
Sovereign by design
Inference at the customer's perimeter. EU-residency by default. Air-gapped operation supported. NVIDIA IGX Thor / Microsoft Azure Local / Crusoe Edge Zones-class deployment options. Customer process data leaves the trust boundary only with explicit consent.
Open foundations, never black boxes
TimesFM, Chronos, Moirai, OpenVLA, Octo, Qwen3-VL, Pixtral, PANNs, GraphCast, Gemini, SAC/PPO controllers — open and research-grade models, cited end-to-end. Every prediction traceable to its provenance.
Understanding before action
An autonomous cobot or autonomous truck is only as safe as its model of the world. The platform enrolls each asset, builds long-term memory, and validates every dispatch through ProcessSim before commit.
Multimodal, end-to-end
PLC + DCS + SCADA + MES + ERP + LIMS, OPC UA over MQTT Sparkplug B in an ISA-95 Unified Namespace, vision, vibration, acoustic emission, robotic telemetry, fleet telematics — all the signals an industrial system emits.
Standards-native
ISA-95, IEC 61131-3, IEC 62443, NIS2, ISO 10218, ISO 13849, ISO 50001, ISO 55001, MTConnect, OPC UA, MQTT Sparkplug B, ROS 2, GMP, FSMA 204. The floor runs on standards; the platform speaks them natively.
Auditable autonomy
Every agent decision is logged with the input window, the model that produced it, the simulation run that validated it, and the policy that approved it. Designed for the day a regulator, an OEM customer, or your own change-control board asks why.
The Ipnops family
Three platforms, one philosophy.
Ipnops Coast
Coastal intelligence
shorelines · reefs · mangroves · sea level
Ipnops Grid
Energy & physical systems
residence · CRE · utility · cities · critical energy infra
Ipnops Industry
Industrial automation
manufacturing · process · heavy machinery · agriculture · logistics · mission-critical
Press & careers
Talk to us.
Press inquiries at press@ipnops.com. Engineering and research candidates: tell us what you’ve shipped on a real factory floor. eng@tenzro.com.