AI systems
& agents
Production agents that use the right context, tools and checks for the work they need to do.
- Permissioned MCP tools and LLM agents
- RAG over business and source material
- Evaluation, deployment and monitoring
AI engineering & automation
Production AI with measurable impact.
I design and ship AI products for complex operational work, including clinical care, insurance underwriting and document processing.
AI systems that work.
Products that ship.
I take AI work from a useful first workflow through the engineering needed to run it in production.
AI systems
AI product
architecture
A clear route from a product question to a system your team can operate and improve.
- Model selection and 0-to-1 definition
- Cloud architecture and MLOps
- Productionization and technical direction
Websites &
web products
Focused websites and web products remain available when the work calls for one.
- Business websites and customer journeys
- Portals, marketplaces and web apps
- Responsive design, integrations and deployment
AI work built for
production.
Systems shaped around real workflows, with the engineering needed to evaluate and run them.
An AI underwriter with measurable savings
Submission and claim documents, evidence-linked analysis, underwriting rules and pricing context in one production workflow. Production outcome: £20,000 per month in operating savings.
Open Inperio ↗
Less manual work across inpatient care
A production inpatient-care platform that reduces documentation and coordination work across rounds, records, diagnostics, pharmacy and billing. Clinicians review AI drafts before applying them. Production outcome: work accelerated across hundreds of doctors’ workloads.
Open Arogya / Aurora EHR ↗
Production document agents
Production LLM agents for document processing and identity verification, with model selection, MCP tools, evaluation and monitoring across the workflow.
SIMFORM
RAG product architecture
NueVantage SalesBot Compliance Bot
- Enterprise integrations
- Agent orchestration
RAG products from first brief to release
0-to-1 RAG products including NueVantage, SalesBot and Compliance Bot, with agent orchestration and enterprise integrations shaped through architecture and production planning.
MERCER METTL
Assessment intelligence
Speech X English Writing Simulator
- Plagiarism and AI-content detection
- Speech classification and grammar evaluation
Assessment features from first version
Speech X shipped plagiarism detection, AI-generated-content detection, spontaneous-speech classification and automatic grammar evaluation, alongside the first version of the English Writing Simulator.
Law study platform
AI-assisted judiciary exam preparation with faculty-reviewed material and answers grounded in source content.
A useful place to start
What would you
like to make?
Choose a direction. Leave with a clearer brief for our first conversation.
Your starting point
Shape an AI system
An assistant grounded in approved sources and connected to tools with clear handoffs.
DiscoverArchitectEvaluateDeploy
Track: AI system or agent Goal: Build a production AI assistant Budget: Let's scope it first Timing: Flexible First conversation: the workflow, source material, model choice and the path to production.
Choose an email option to prepare your draft. Nothing is sent automatically.
The person behind the work
I’m Kapil.
Principal AI Engineer.
I’m a Principal AI Engineer with more than nine years in machine learning and software. I architect and ship LLM agents, RAG products and AI platforms that teams can run in production.
I work across model selection, product definition, cloud architecture, evaluation, deployment and monitoring. I also own technical direction and mentor AI teams.
More about my backgroundProcys / Openprovider
Lead AI Engineer
Production LLM agents, document workflows, MCP tools, evaluation and monitoring.
Simform
Senior Solution Architect, AI/ML
0-to-1 RAG products, agent orchestration, enterprise integrations and technical architecture.
Mercer Mettl
Senior Machine Learning Engineer
Speech X assessment features and the English Writing Simulator, built from the first version.
Credentials
Google Cloud Certified Professional Data Engineer. Earlier work at Big Plasma and Virtual Doctor.
Explore my code ↗Read my writing ↗Let’s build
an AI system.
Bring an AI product, agent or workflow that needs a production path. Focused websites and web products are available too.
Book a call
A free 30-minute conversation.
kapilnchauhan77@gmail.comBased in India. Working remotely.