T7 builds AI systems for power utilities, renewables operators and oil & gas — predictive maintenance, load forecasting, drone-based inspection and safety analytics.
Energy operations run on razor-thin availability margins — a failing transformer or an unforecast demand spike is a P&L event. T7 Solution ships AI systems that read SCADA, PI System and edge-sensor data to predict failures, forecast load and inspect assets faster than field crews.
We deploy on-prem or in your cloud region and integrate with the OT stack you already run — SCADA, historians, CMMS and GIS.
Every deployment is safety-aware: closed-loop control is opt-in and defaults to advisory mode with human approval.
Most assets are maintained on schedule or after failure — both waste money and cause outages.
Renewables and shifting demand patterns break traditional load-forecast models.
Manual inspection of lines, blades and rigs is slow, dangerous and inconsistent.
AI teams can't reach OT data; OT teams can't operationalise AI models.
Sensor + vibration + thermal models that flag failing assets weeks in advance.
Short and medium-term forecasts for demand, solar/wind generation and battery dispatch.
Computer vision on drone footage for transmission lines, solar farms and wind blades.
PPE, geofence and behaviour detection on plant and field cameras.
Production ML for forecasting, churn, risk and pricing — trained on your data.
Explore serviceCustom vision models for quality control, retail analytics, medical imaging and more.
Explore serviceAI-native automation that reads, decides and acts across your systems.
Explore serviceExplore how T7 Solution delivers energy & utilities AI locally — with on-site discovery, compliance patterns and language coverage tuned to each market.
Yes — OSIsoft PI System, GE Proficy, AVEVA and vendor-specific SCADA via OPC UA, MQTT or direct connectors.
Yes. Training and inference can be fully on-prem or edge; we also support hybrid setups with sensitive data pinned to on-prem.
2+ years for seasonal load; 12+ months for renewables generation. We tell you honestly if data is insufficient.
AI defaults to advisory; closed-loop control needs explicit sign-off and standard OT change-management. Every recommendation is traceable.
Use cases, insights and comparisons chosen for energy & utilities teams evaluating AI.
Sub-second defect detection on the line — with a governance trail.
SKU-level forecasts that release working capital, not just improve MAPE.
S&OP-grade forecasting, replenishment and scenario planning.
How mid-market Indian manufacturers are deploying computer vision quality control and predictive maintenance — with realistic timelines, ROI and rollout patterns from T7 engagements.
Jetson, OpenVINO, Coral and the model-optimisation tricks that make production CV run offline at the plant.
How to choose between retrieval-augmented generation and fine-tuning
How OpenAI's GPT models compare to Anthropic's Claude for enterprise workloads
Talk to a senior AI consultant from T7 about your industry, workflow, or product idea. Free, no commitment — reply within one business day.