How it works
A disciplined path from manual process to production system.
We design for real operations: incomplete data, exceptions, approvals, and accountability. Models are one component, not the whole system.
Process
Six phases
- 1Discover
Map your workflows, systems, data, and the hours spent on repetitive work. Identify where AI is useful — and where it is not.
- 2Architect
Design integrations, data flows, permissions, approval points, and failure handling before writing code.
- 3Build
Implement custom software against your real systems using typed, tested, maintainable code.
- 4Validate
Test against historical data, edge cases, and missing data. Measure accuracy and review every output type with your team.
- 5Deploy
Roll out gradually with human approval gates, monitoring, and audit logging from day one.
- 6Optimize
Track usage and outcomes, tune rules and prompts, and extend to the next workflow.
Deliverables
What you receive in each phase
Discover
- • Workflow map and time study
- • Opportunity ranking
- • Data and access inventory
Architect
- • Integration design
- • Permission and approval model
- • Failure and fallback plan
Build
- • Working software in your environment
- • Automated tests
- • Admin and review interfaces
Validate
- • Backtests on historical data
- • Accuracy review with your team
- • Edge-case and missing-data tests
Deploy
- • Gradual rollout
- • Runbooks and training
- • Monitoring dashboards
Optimize
- • Usage and outcome reviews
- • Rule and prompt tuning
- • Next-workflow roadmap
Reference architecture
How the pieces fit together
The same layered architecture powers the healthcare marketing demonstration.
L1Your systems
CRM, ad platforms, ERP, document stores, email, and project tools remain your systems of record.
L2Integration layer
Typed connectors with least-privilege credentials, schema validation, retries, and rate limiting.
L3Deterministic engine
Calculations, business rules, thresholds, and deduplication — reproducible and testable.
L4AI layer
Language models interpret, summarize, and draft from computed facts. Output is validated before use.
L5Workflow & approvals
Multi-step execution with status, timing, logs, retries, and human approval for consequential actions.
L6Audit & monitoring
Every input, output, decision, and approval is recorded and inspectable.
Start with one workflow.
Tell us where your team loses the most time. We will map it, estimate the impact honestly, and propose a scoped first implementation.