Intelligent systems, engineered end to end.
LNETEC builds AI that’s accurate, auditable, and dependable at scale — backed by 25 years of deep-tech engineering. From sensor to cloud to AI, we deliver intelligence across the entire chain.
- Auditable, grounded outputs
- Engineered for scale
- Built for production
Where we apply AI
We keep AI grounded, auditable, and scalable. Here’s where we put it to work.
LLM & Generative AI
Production language models, not demos.
We build LLM systems that hold up in the real world — classification, extraction, document intelligence, and natural-language interfaces — with grounded, auditable outputs and reliability hardening for real load.
- Domain-grounded classification & extraction
- Retrieval-augmented generation (RAG)
- Natural-language interfaces over your data
- Prompt architecture & evaluation harnesses
- Timeout / retry guards & cost observability
Custom AI & Automation
AI embedded into the work you already do.
We automate complex decisions and high-volume processing that used to need manual experts — wired into your existing workflows, queues, and systems, with humans kept in the loop where it matters.
- Decision automation & triage
- High-volume batch & queue pipelines
- Workflow & back-office integration
- Human-in-the-loop review flows
- Versioned, auditable outputs
AI on Your Data
Turn operational and sensor data into decisions.
Predictive maintenance, anomaly detection, and forecasting on the operational and sensor data you already collect. Because we also build the IoT platforms that gather it, we can take you from raw telemetry to intelligence end to end.
- Predictive maintenance models
- Anomaly detection on time-series
- Demand & consumption forecasting
- Streaming + historical data pipelines
- Dashboards & alerting on predictions
We don’t just collect your data — we make it intelligent.
AI is only as good as the data feeding it. Because LNETEC also builds the sensors, the connectivity, and the platforms that gather that data, we can take you from raw telemetry all the way to a decision — end to end.
That’s a chain most vendors can’t deliver: the IoT platform is the data engine, and AI is the highest-value thing we build on top of it.
We build every layer — so we deliver intelligence end to end, not just the last mile.
Systems in production today
Platforms we’ve designed, built, and run — across AI, industrial IoT, and enterprise software.
What clients work with us for
Full-stack, sensor to model
We build the IoT platforms and embedded hardware that feed your models — not just the model itself. That means we can deliver across the whole chain, sensor to decision.
Auditable by design
Our AI explains itself — grounded reasoning, traceable decisions, and reliability guards. Systems you can defend to an auditor.
Systems in production
Three platforms running today — an AI classification engine, an industrial IoT platform, and a multi-module ERP — across AI, IoT, and enterprise software.
Delivery you can count on
Founded on 25 years of complex-project delivery across energy, government, and industry. Once we accept a project, we see it through.
What clients say
The reason most of our work comes from people we’ve worked with before.
“LNETEC delivered exactly what they committed to, and the system has run reliably ever since. They understood the engineering and the business problem equally well.”
“What stood out was the honesty — they told us where AI made sense and where it didn’t, then built something we could actually depend on in production.”
“From hardware to the cloud platform, one team owned the whole stack. That made delivery far smoother than coordinating multiple vendors.”
A clear path from idea to production
No black boxes and no surprises — a process designed to de-risk AI before you commit to it.
Discover
We dig into the problem and your data — and tell you honestly whether AI, automation, or plain engineering is the right tool.
Prototype
A focused proof of concept that de-risks the hard part early, with clear success criteria you can evaluate.
Build
We engineer the production system — grounded, observable, and hardened for real load, integrated with your stack.
Operate
We monitor, tune, and support what we ship — cost, accuracy, and reliability tracked over time.
Questions, answered
Do we need an AI problem to work with you?
No. Tell us what you’re trying to achieve and we’ll give you an honest read on whether AI, automation, or conventional engineering is the right tool. We only deploy AI where it genuinely earns its place.
How is LNETEC different from a typical AI agency?
Most AI shops stop at the model API. We also build the embedded hardware, IoT platforms, and software that generate and use the data — so we can deliver the whole chain from sensor to cloud to AI, and make the result production-grade.
Can you integrate with our existing systems?
Yes. Our work is built to slot into real environments — existing databases, queues, ERPs, and workflows. We’ve built multi-module enterprise platforms and integrations across web, embedded, and industrial systems.
How do you keep AI outputs reliable and trustworthy?
We ground outputs in your domain rules, make reasoning traceable and auditable, and harden every model call with timeouts, retries, and cost monitoring. Where decisions carry risk, we add human-in-the-loop review.
Where are you based, and do you work with clients elsewhere?
We’re based in Pune, India, and work with clients across regions. Engagements run remotely with clear milestones, and our track record includes delivery for global enterprises.
What does a typical engagement look like?
We start with a discovery conversation, often followed by a focused prototype to de-risk the hard part, then build and operate the production system. You’ll have clear success criteria at every stage.
Have a problem worth solving with AI?
Tell us what you’re trying to build. We’ll tell you straight whether AI is the right tool — and how we’d ship it.