AI, applied where it counts
We build language-model systems, decision automation, and predictive intelligence — accurate, auditable, and ready for scale.
AI that reasons, explains itself, and holds up
A capable model is the easy part. The value is in a system you can trust: one that grounds its answers, shows its working, and stays reliable under real-world load.
- Grounded in your domain rules and data
- Traceable, auditable decisions
- Hardened with timeouts, retries, and cost controls
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
Engineering is what makes AI dependable
The work that turns a capable model into a system you can run your business on. Here’s how we approach it.
We start with the problem, not the model
We’ll tell you straight whether AI is the right tool. If a rule or a query solves it, we say so — we only deploy AI where it earns its place.
Grounded, auditable outputs
Our systems reason in steps you can trace, cite their basis, and produce results you can defend — not opaque guesses.
Engineered for production
Timeout and retry guards, stateless horizontal scaling, queue-backed pipelines, and cost observability — the engineering that keeps AI reliable under load.
Humans stay in the loop
Where decisions carry risk, we build review and override flows so your experts steer the AI, not the other way around.
An LLM engine making legally-defensible decisions
Our AI customs-classification platform maps products to the correct HSN tariff code by reasoning like an expert — grounded in legal rules, fully auditable, and processing in bulk at scale. It reflects how we build AI: grounded, auditable, and engineered for scale.
- Defensible, GRI-grounded classifications with a full reasoning trail.
- Bulk classification at scale with versioned history and duplicate detection.
- Configurable preference modes to steer results toward business rules — only where legally defensible.
Tell us what you’re trying to automate
From document intelligence to predictive maintenance — if it involves complex decisions or high-volume processing, let’s talk about whether AI is the right fit.