Clear decisions, senior ownership, production evidence.

Our delivery process is designed to reduce ambiguity before code, validate the highest-risk assumptions early, and leave the client with a system that can be operated and improved.

Phase 1

Discover

Activities

  • · Stakeholder interviews
  • · Current workflow mapping
  • · System and data inventory
  • · Volume and exception analysis
  • · Baseline metrics
  • · Risk and consequence review

Outputs

  • · Problem definition
  • · Current-state map
  • · Opportunity analysis
  • · Assumptions and open questions

Phase 2

Architect

Activities

  • · Target workflow design
  • · State and decision modeling
  • · Integration design
  • · Model strategy
  • · Human approval design
  • · Evaluation plan
  • · Security and data boundaries

Outputs

  • · Architecture diagram
  • · Delivery scope
  • · Evaluation plan
  • · Risk register
  • · Implementation sequence

Phase 3

Build

Activities

  • · Integration development
  • · Orchestration
  • · Product interface
  • · Evaluation harness
  • · Monitoring
  • · Infrastructure
  • · Test automation

Outputs

  • · Working system
  • · Test and evaluation results
  • · Deployment configuration
  • · Documentation

Phase 4

Validate

Activities

  • · User testing
  • · Shadow mode or limited release
  • · Failure analysis
  • · Quality and review measurement
  • · Cost and latency review

Outputs

  • · Release recommendation
  • · Known limitations
  • · Improvement backlog
  • · Operating thresholds

Phase 5

Operate

Activities

  • · Production monitoring
  • · Incident support
  • · Evaluation regression
  • · Model and prompt changes
  • · Workflow optimization
  • · New integrations

Outputs

  • · Operating review
  • · Change record
  • · Quality trend
  • · Cost trend
  • · Roadmap

Communication expectations

  • · Direct access to delivery leads
  • · Written weekly status
  • · Decision log
  • · Risk and dependency visibility
  • · Demo or working-session cadence
  • · No hidden implementation handoff