Integration layer
We connect the assistant to your CRM, ERP, ticketing, calendar and internal APIs through clean, documented interfaces, not brittle scraping.
For technical teams
From pilot to production without AI technical debt.
We design architectures your team can maintain: clean integrations, models chosen with criteria, traceability and cost control.
Productiondeployed systems, not demos that work once
Maintainablecode, tests and documentation your team can review
Controlledbudget, access and clear logs from day one
OpenAI
Gemini
Anthropic
Kimi
DeepSeek
HOW WE DO IT
Architecture built to last.
We don't chain prompts in a visual tool and hope for the best. We design systems with clear boundaries and quality metrics.
Model selection and orchestration
We choose the model, context strategy and fallback path for each task so cost, latency and quality stay balanced as usage grows.
Security and access control
We define what each assistant can read, write and remember, with traceable decisions, data boundaries and no leakage between users or tenants.
Observability and cost control
We add logging, quality metrics and budget alerts from day one so the system can be maintained without constant firefighting.
WHAT WE COVER
Visible layers and the ones underneath.
Cloud or on-premise deployment
Vector stores and RAG pipelines
APIs, webhooks and message queues
Identity, roles and audit logs
Evaluation and test suites
Cost and usage dashboards
FOR INTERNAL TEAMS
Technical reinforcement without replacing your team.
We can act as reference architects, design reviewers or accelerators for a specific sprint. Code ownership stays with you.
- Architecture and risk review
- RAG or agent pipeline design
- Model evaluation and benchmarks
- Documentation and handover to the team
START WITH CERTAINTYA useful plan,
A useful plan,
without wasted spend.
The roadmap must help you decide and act. If it doesn't identify concrete, viable and prioritised actions for your company, you don't pay.
01Concrete actions02Technical viability03Clear priorities
Guarantee subject to the scope and conditions agreed before work begins.