Production
Agent Modernization & Productionization
We take existing agentic systems — the ones that only work in demos, fail unpredictably or cannot scale — and engineer them for real production environments.
- 01DEMOA prototype that works on the happy path.
- 02REVIEWThe failure points are found.
- 03EVALBehaviour is measured on real cases.
- 04HARDENSecurity, tools and reliability are fixed.
- 05DEPLOYIt ships with tracing and rollback.
- 06PRODUCTIONA system that holds under real conditions.
What it is
This service exists to close the gap between a prototype or demo and a production agent system. It does not assume the customer is a startup, or that the original system was an MVP — many of the systems we see are already live and struggling.
We meet the system where it is today, measure it, and move it toward a reliable production system without starting again unless starting again is genuinely the faster path.
When you need it
- SIGNAL 01The agent works in demonstrations and fails unpredictably with real users.
- SIGNAL 02There is no evaluation suite, and no way to tell if a change helped.
- SIGNAL 03Tool permissions are unsafe, or behaviour is unclear.
- SIGNAL 04Infrastructure cost is excessive, or the system depends on a single provider.
- SIGNAL 05It cannot scale, cannot be deployed into customer environments, or cannot be rolled back.
What we build
The engineering.
- 01
Architecture review
Where the current system will fail, and what to change first.
- 02
Agent and tool redesign
Simpler architecture, better tools, clearer behaviour.
- 03
Evaluation implementation
A golden dataset and regression suite where there was none.
- 04
Security hardening
Permissions, guardrails and isolation fixed before they are exploited.
- 05
Observability and deployment engineering
Traces, metrics, release pipelines and rollback.
- 06
Runtime, inference and scale engineering
Cost, latency and reliability improved as usage grows.
How it works
One run, end to end.
- 01
DEMO
A prototype that works on the happy path.
- 02
REVIEW
The failure points are found.
- 03
EVAL
Behaviour is measured on real cases.
- 04
HARDEN
Security, tools and reliability are fixed.
- 05
DEPLOY
It ships with tracing and rollback.
- 06
PRODUCTION
A system that holds under real conditions.
What it integrates with
Chosen for the workload and your environment — not a preferred provider.
- Your existing agent framework
- Your existing models and providers
- Your existing infrastructure
- MCP
- Retrieval systems
In production
Production is part of development.
Evaluation, security, deployment and operations begin before release — on this service as on every other.
EVAL
How we test it
- An evaluation baseline before any change, so improvement is measured.
- Regression testing through every stage of the work.
POLICY
How we secure it
- Tool permissions and guardrails reviewed and hardened.
- Prompt injection and data leakage tested.
RUNTIME
How we deploy it
- A release pipeline with versioning and tested rollback.
- Deployment into customer environments where required.
TRACE
How we operate it
- Observability in place before the system takes real load.
- Reliability and cost engineering as usage grows.
What you receive
Engineering outputs, not a deck.
We do not hand over a prototype and leave production engineering to you.
- 01An architecture review with prioritised findings
- 02An evaluation baseline and regression suite
- 03Hardened permissions, guardrails and isolation
- 04Tracing, dashboards and alerts
- 05A deployment pipeline with rollback
- 06A production system, documented, that your team can operate