Insurance & finance
- Claims triage
- Policy and contract Q&A
- Competitor monitoring
- Due diligence and regulatory research
Agentic AI · Expanding across APAC
Agentic AI that does real work, and shows its sources.
We design and deploy multi-agent systems, retrieval (RAG) pipelines and AI automation for organisations where accuracy and auditability are not optional.
SingaporeHong KongJapanSouth KoreaSoutheast Asia
UK-based, working with clients worldwide.
claims-triage-agentExample output
Is water damage from a burst pipe covered under this policy?
Yes, if the escape of water was sudden and accidentalS1. Gradual leaks are excludedS2, and a £350 excess applies to escape-of-water claimsS3.
S1Policy wording §4.2 · Escape of water
S2Policy wording §7.1 · General exclusions
S3Schedule p.2 · Excesses
Faithfulness 0.97Sources 3/3 verifiedStatus Routed: standard
Traceable
Every answer is tied back to the document, page or record it came from.
Tested before live
Every system is trialled and evaluated before it goes live, not fixed after it fails.
Built for regulation
Cost, accuracy and auditability come first in everything we build.
Where we help
Four sectors where evidence matters
We work where a wrong answer has a cost, so every output can be checked by the people responsible for it.
Pharmaceutical & medical
- Searchable trial protocols and clinical guidelines
- Pipeline and regulatory tracking
A qualified person reviews every output.
Government & defence
- Legislation and procurement analysis
- Open-source intelligence gathering
- Policy appraisal
Every recommendation shows its evidence.
Environment & sustainability
- Monitoring emissions and incident data
- Analysing long impact reports
- Planning and costing initiatives
What we build
Systems that hold up in production
Containerised, evaluated and connected to your own data, with the audit trail built in from day one.
Multi-agent teams
Agents that research, analyse and plan together, with every claim tagged to its source.
RAG systems
Answer questions from large document sets, with each answer grounded in the source text.
97%Faithfulness to source
MCP tool servers
Securely connect AI agents to your organisation's own data and systems, containerised and production ready.
High-volume triage agents
Sort and rank incoming requests so people see the urgent items first.
LangGraphLangChainCrewAIAutoGenMCP / FastMCPAzure OpenAIPythonDockern8nRAGAS evaluation
How we work
From a real problem to a system you can audit
Led by Chaitanya Chauhan, Agentic Engineer, who designs and deploys every system and leads our market entry across APAC.
- Scope
We start with your operational problem, not the technology, and agree what a good answer looks like.
- Build
Multi-agent systems, RAG pipelines and automation using LangGraph, CrewAI, AutoGen and MCP.
- Evaluate
We measure faithfulness, accuracy and cost before release, so every output is traceable.
- Connect
MCP tool servers link agents securely to your data and systems, containerised with Docker.
Partner with us
Building our first partnerships in APAC
If you're exploring agentic AI anywhere in the region, or you partner with organisations that are, let's talk.