A real cohort outcome

60% → 90% accuracy

Production readinessAccuracy on real inputs
6 weeks
Week 060%
Week 690%
01Real inputsMapped
02AI workflowContracted
03Eval gatePassing
04Production Live
Failure visibilityhours minutes
Shipped with
  • Workflow map
  • Tool contracts
  • Eval plan
  • Launch roadmap

Inside The Academy

Ship one real AI system in 6 weeks

Academy analytics dashboard with model usage charts
Analytics Lab
Academy session slide on reliability and deployment
Deployment Week
Academy session slide explaining how MCP tools work
Systems Patterns
Week 1

Scope the idea

Pick one workflow worth making real.

  • Workflow canvas
  • Prototype scope
  • Success criteria
Week 2

Map the system

Users, data, decisions, handoffs.

  • System diagram
  • Risk map
  • Data boundaries
Week 3

Define contracts

Tools, schemas, roles, permissions.

  • Tool schema
  • Interface rules
  • Control points
Week 4

Test failure

Evals, guardrails, recovery paths.

  • Eval set
  • Failure rubric
  • Guardrail plan
Week 5

Operate the workflow

Cost, latency, logging, iteration.

  • Ops checklist
  • Metrics plan
  • Review cadence
Week 6

Launch the plan

Final critique and next build path.

  • Launch brief
  • Stakeholder readout
  • Next-build plan

Cohort 01 Stories

Hear from our Learners

Two builders on the mindset shift from watching AI move fast to designing and shipping systems themselves.

I can find where my mistakes are

Shilpa BalajiCohort 01 · Debugging confidence

From consuming docs to shipping early and iterating fast

Sahithi KoppulaCohort 01 · Shipping mindset

Fit Check

Not sure if this is right for you?

Answer 6 quick questions and get a personalised course path emailed to you — no pressure, no sales call.

Take the fit checkTakes <1 minute · Free
  1. 1
    Answer 6 questionsAbout your idea, stack, and where you’re stuck.
  2. 2
    We map your fitSee if Academy matches where you are today.
  3. 3
    Get your course pathA tailored 6-week plan, straight to your inbox.