Category F · 5 services

AI Services & AI-Based Products

Applied AI systems: the software that turns a trained model into something an operation can act on.

A model is not a product. What makes it one is the retrieval layer that gives it context, the evaluation harness that proves it is right, the guardrails that stop it when it is not, and the interface that puts the answer in front of the person who has to act on it. We build those systems for the software use cases that carry real operational weight.

What we build

F.1

Agentic Systems and Enterprise Copilots

Agents that hold a plan, call real systems, and stop where they should

Multi-step agent runtimes wired into the systems an organization actually runs on. Includes tool and function-calling layers over internal APIs, planner-executor loops with bounded retries, durable run state that survives a restart, per-step policy checks and human approval gates on irreversible actions, token and cost budgets enforced at the run level, and a full trace of every call an agent made.

MCP
Function calling
Durable execution
OpenTelemetry
RBAC

What we build

F.2

Document and Knowledge Intelligence

Retrieval that cites its source, across contracts, drawings, and archives

Retrieval systems over document estates that were never designed to be queried. Includes layout-aware parsing of PDFs, scans, and technical drawings, table and field extraction with per-field confidence, hybrid vector and lexical retrieval with re-ranking, chunking tuned to document structure rather than character count, answers bound to a citable source page, and incremental re-indexing as the corpus changes.

RAG
OCR
Hybrid retrieval
Re-ranking
pgvector
Citations

What we build

F.3

Computer Vision and Visual Inspection Systems

Defect detection and site monitoring at line rate

Vision pipelines that run at the speed of the process they watch. Includes detection, segmentation, and anomaly models trained on the small, imbalanced defect sets real production yields, deployment to edge accelerators and industrial GPUs, camera calibration and multi-view geometry, drift monitoring against a golden set, and active-learning loops that route uncertain frames back to a human before they become a false accept.

ONNX
TensorRT
GigE Vision
Edge inference
Active learning

What we build

F.4

Forecasting and Decision Intelligence

Forecasts, anomalies, and optimizers that end in a decision

Systems that turn history into a decision rather than a dashboard. Includes probabilistic forecasting with calibrated prediction intervals, multivariate anomaly detection over operational telemetry, constrained optimization and scheduling solvers, scenario simulation against assumptions that are written down, backtesting harnesses that score a model on the decision it would have made, and drift monitoring on every input distribution.

Probabilistic forecasting
MILP
Backtesting
Drift detection
Scenario simulation

What we build

F.5

Conversational and Voice Interfaces

Speech and language front ends that hand off cleanly to a person

Voice and text front ends over operational systems. Includes streaming speech recognition and synthesis with sub-second turn latency and barge-in, intent handling grounded in live system state rather than a scripted tree, multilingual and code-switched input, redaction of personal data before it reaches a model, escalation that hands a live conversation to a person with the full context, and transcript-level quality scoring.

Streaming ASR
TTS
Barge-in
PII redaction
Multilingual

What we build

How it connects

Inside ai products.

The systems in this area, and what each one hands to the next.

Agentic Systems & Copilots

Multi-step agent runtimes wired into the systems an organization actually runs on.

What we build

Document Intelligence

Retrieval systems over document estates that were never designed to be queried.

What we build

Computer Vision Systems

Vision pipelines that run at the speed of the process they watch.

What we build

Forecasting & Decision Intelligence

Systems that turn history into a decision rather than a dashboard.

What we build

Conversational Interfaces

Voice and text front ends over operational systems.

What we build

Bring us the whole stack.

Tell us where latency is costing you, from the die to the data center to the control room. An architect replies with a first read of the problem, not a sales deck.