Blueprint
The operating pathway behind every Build engagement.
A structured delivery pathway from discovery through production — phased scope, defined roles, and clear timelines for research, systems design, and model work where the engagement requires it.
FDE — Forward Deployed Engineer
AI/ML Experts — research & models
12–24 weeks — typical; longer when required
Connect
Map systems
Research adoption
Build & empower
Pathway
Four phases · 24 weeks typical
Stakeholder alignment and success criteria before systems work begins.
Executive intake
2–3 days
Intake with founders and stakeholders to define ambition, constraints, and AI-first requirements for the company.
FDE
Decision inventory
2 days
Catalog high-impact decisions across pricing, operations, capital, and growth, and where judgment remains manual.
FDE
Success criteria lock
1–2 days
Lock measurable outcomes for cost, cycle time, and decision quality — not open-ended AI initiatives.
FDE · AI/ML Experts
Workflow, data, and bottleneck analysis across the operating stack.
Workflow & data audit
1–1.5 weeks
Trace information flow across tools, teams, and approvals as the operation actually runs.
FDE · AI/ML Experts
Bottleneck instrumentation
4–6 days
Identify decision latency, cost concentration, and unused leverage with operational evidence.
FDE
Leverage scorecard
3–4 days
Rank opportunity surfaces by impact and readiness to prioritize research and build.
AI/ML Experts
Adoption feasibility, risk assessment, and a recommended build path.
Adoption path research
1–2 weeks
Evaluate how intelligence integrates into existing workflows — assistants, automation, or closed-loop systems.
AI/ML Experts
Risk & readiness review
4–5 days
Hallucination surface, data quality, governance, and change risk — scored before build starts.
FDE · AI/ML Experts
Recommendation brief
3–4 days
Written recommendation on scope, exclusions, and where custom models outperform off-the-shelf options.
AI/ML Experts
Architecture, implementation, validation, and operational handoff.
System architecture
1–2 weeks
FDEs and AI/ML experts co-design the decision stack — interfaces, data contracts, evaluation loops.
FDE · AI/ML Experts
Build decision systems
6–12 weeks
Deliver production software that improves executive judgment or automates a defined business function.
FDE · AI/ML Experts
Model training (when required)
2–4 weeks
Train or fine-tune domain models so recommendations remain accountable to your data and constraints.
AI/ML Experts · optional
Validate & handoff
1–2 weeks
Executive review, monitoring, and enablement for independent operation after handoff.
FDE · AI/ML Experts
Discuss a Build engagement.