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Aktionable AIAktionable AI
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ENGINEERING

What we run, and what we build

Two decades of engineering practice sit under the AI. On one side, the platform running on industrial data. On the other, the teams who design the boards, firmware, and mechanics it runs on.

Engineer AideOT/IOT + PRODUCT ENGINEERING
PROOF, NOT PROMISE

Predictive maintenance, from telemetry to action

Time-series data from the asset gets scored against failure signatures, and the recommended action arrives with the evidence.

asset COMP-14 · telemetrySample data
Aktion Agent steps
1
Telemetry streamed
Sensor data ingested at the edge, inference on device.
2
Signature matched
Pattern compared against known failure modes.
3
Window forecast
Remaining useful life estimated with confidence band.
4
Action proposed
Maintenance slotted against production schedule.
Signal analysis
Pressure cycle driftDETECTED
Compressor signatureMATCHED 0.91
Digital twin simulatedCONFIRMED
Spare lead time 6 daysCONSTRAINT
FAILURE WINDOW 9-14 DAYSACTION PROPOSED
SCHEDULED
UNDER THE HOOD

Sixteen capabilities, two halves of one team

The people running AI on your telemetry are the people who designed the boards it reads. That is unusual, and it shortens every conversation.

Tap a capability to filter the list below.

What we run

AI on industrial data, from edge inference to digital twin.

Generative AI for OT/IoT
Diagnostics and operations guidance for industrial systems.
Generative AI
Edge ML
On-device inference for real-time equipment decisions.
Edge ML
Digital Twin Simulation
Virtual replicas of physical assets for scenario testing.
Digital Twin
Streaming Analytics
Real-time analysis of sensor streams for anomaly detection.
Streaming Analytics
Next Best Action
Recommends operator and maintenance actions from telemetry.
Recommendation Engine
Predictive Maintenance
Forecasts equipment failure from time-series sensor data.
Predictive Analytics
Visual Defect Inspection
Automated quality and defect detection from image and video.
Computer Vision
IT/OT Convergence
Connects OT devices with ERP, MES, SCADA, and PLC systems.
Systems Integration
Rapid Digital Prototyping
Concept to prototype using digital twin and simulation.
Digital Twin
Embedded Intelligence
AI embedded directly into device firmware and hardware.
Embedded AI

What we build

KT2i's engineering service lines, delivered by the same teams.

Advisory
IoT and digital transformation strategy, architecture, and roadmap.
Advisory
Platform Development
Scalable modular IoT platform builds with edge DevOps.
Platform Engineering
Device Integration
Sensor provisioning and protocol work across OPC, Modbus, and MQTT.
Device Engineering
Embedded Systems
Firmware, RTOS, HAL and middleware, board design, power electronics.
Embedded Engineering
Mechatronics
Product design and development with FEA and CFD analysis.
Mechanical Engineering
Digital Transformation
IT/OT convergence, ERP and SCADA integration, AR/VR and digital twin.
Systems Integration

Bring us the asset that keeps failing.

Telemetry, maintenance history, or a board that needs redesigning. Both halves of the team are in the room.

SAME PLATFORM, DIFFERENT SECTOR

Your problem may not be an asset

Ten other sectors run on the same foundation. Pick the one that owns your slowest process.

Public Services
Submission to permit issued
Insurance
FNOL to settlement
Healthcare
Encounter to signed note
BFSI
Application to pre-qualified
Retail
Search to cart
Manufacturing
Anomaly to work order
Legal
Draft to ready-to-send
Enterprise
Three products, one platform
Education
Submitted to reviewed
Energy & Utilities
Outage to restoration
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