AI consulting for industries that can’t afford to get this wrong.
Kalman AI is a high-end consulting firm. We design, build and operate production-grade AI agents for financial services, healthcare, and robotics — the industries where regulation, accuracy, and accountability are not optional.
Most enterprise AI work today stalls between a demo and an audit.
Independent CTO benchmarks now place the enterprise pilot-failure rate at around 95% — even as 94% of the same CTOs report measurable productivity lifts from the AI work that did ship. The gap is the engineering layer between a model that works and a system that is trusted, audited, and still in use a year later.
We exist for that gap.
A goal-driven control loop, with a model somewhere inside it.
An agent owns a piece of operational control flow: it observes, plans, acts, evaluates, and only stops when the goal is achieved or it has decided it cannot get there. Every decision is logged. Every claim is traceable. Every confidence is explicit.
Five services. They compound when you build them together.
LLM Integration & API Setup
Production-ready LLM integrations with cost controls, fallbacks, and observability built in.
Read more →№ 02AI Agent Development
Single-task agents to coordinated multi-agent networks — with evals, audits, and human-in-the-loop controls.
Read more →№ 03RAG & Knowledge Systems
End-to-end retrieval pipelines from ingestion to grounded answers — including air-gapped, on-prem options.
Read more →№ 04Custom Model Fine-Tuning
SFT, RLHF/DPO alignment, and LoRA/QLoRA on open-source models — proprietary AI that you fully own.
Read more →№ 05AI Strategy & Research
Independent, research-backed advisory — readiness, technology selection, ROI cases, and governance.
Read more →Four reasons clients keep us in the engagement after launch.
Deep Technical Expertise
PhD-led AI research meets production-grade engineering. We build what others call too complex — from multi-agent orchestration to custom model training pipelines.
Proven Business ROI
Every engagement is scoped around clear, measurable outcomes: cost reduced, decisions accelerated, revenue grown. We define success before we start.
Security-First Design
Data sovereignty, audit trails, access controls, and enterprise-grade compliance built into every architecture from day one — never bolted on after.
Outcome-Aligned Delivery
Milestone-based projects with clear deliverables and acceptance criteria. You review working software at every stage — no surprises at the end.
Three verticals where the cost of being wrong is real.
Financial services
Wealth management agents, KYC and onboarding automation, fraud and risk decisioning, structured analyst briefings — built for regulated data and audited outcomes.
Healthcare
Clinical reporting, decision-support agents, imaging-grounded drafting, structured retrieval over patient data — designed for HIPAA-class environments from the first line of code.
Robotics
Vision-language-action systems for autonomous inspection, manufacturing, and logistics. Embodied AI that connects perception, planning, and action.
“A production agent is a goal-driven control loop, with a model somewhere inside it, surrounded by the engineering it takes to make a probabilistic system behave like a reliable one.”— From the Kalman AI primer
Working notes from the practice.
- № 01What Is an AI Agent? A Technical Primer7 min ↗
- № 02Multi-Model Orchestration — How Production AI Stacks Actually Work8 min ↗
- № 03Sovereign and Hybrid Deployment — Building AI Inside the Perimeter8 min ↗
- № 04Evaluation, Quality and Governance — The Layer That Decides Whether Your AI Survives Production8 min ↗