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Learn. Rehearse. Apply. Prove.
Four steps. Stop after any of them with a credential, or go all the way to a measured result.
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Introduction
Three short lessons before Groundwork: where AI came from, the three ideas that explain it, and what happens next. Complete the knowledge check to open Groundwork.
STEP 1
Learn
Theory modules that teach the method stage by stage.
- You do:
- Read four short lessons per module and pass a knowledge check.
- You get:
- The Theory Certificate.
- Time:
- About 1 hour per module
STEP 2
Rehearse
A full simulated engagement at Halden Supply in Twin.
- You do:
- Interview AI stakeholders, request data and produce all nine artifacts.
- You get:
- Stage badges and the Associate credential.
- Time:
- About 5 to 6 weeks
STEP 3
Apply
A real engagement at your workplace or a practice business in Live.
- You do:
- Run the nine stages with a sponsor, real data and AI coach review.
- You get:
- A measured result and the Operator credential.
- Time:
- About 10 to 12 weeks at 4 to 6 hours a week
STEP 4
Prove
Credentials, a portfolio and a public verification page.
- You do:
- Export your portfolio, share your verification link and prepare for interviews.
- You get:
- Evidence an employer or client can check.
- Time:
- Ongoing
Inside Rehearse and Apply
Nine stages, each with Learn and Do
You run the same nine stages in Twin, then in Live. Each stage starts with a theory module (Learn) and ends with an artifact that gets reviewed (Do). Open a stage for detail.
00Mandate and permissionLearn · Do+
Secure a named sponsor and explicit boundaries before touching data.
Secure a named sponsor and explicit boundaries before touching data.
- Artifact
- Mandate note
- AI coach assesses
- Evidence, business clarity, rigor and safety.
01Read the businessLearn · Do+
Understand how the business makes money and where work flows.
Understand how the business makes money and where work flows.
- Artifact
- Business profile
- AI coach assesses
- Evidence, business clarity, rigor and safety.
02Inventory and baselineLearn · Do+
Record current AI use and cost the candidate work before anything changes.
Record current AI use and cost the candidate work before anything changes.
- Artifact
- AI use register and baseline tally
- AI coach assesses
- Evidence, business clarity, rigor and safety.
03Select one processLearn · Do+
Choose one first target that can show a measurable result.
Choose one first target that can show a measurable result.
- Artifact
- Selection memo
- AI coach assesses
- Evidence, business clarity, rigor and safety.
04Design the pilotLearn · Do+
Define the test precisely, including when to stop.
Define the test precisely, including when to stop.
- Artifact
- Pilot charter
- AI coach assesses
- Evidence, business clarity, rigor and safety.
05Build and shadow runLearn · Do+
Build the smallest working version and run it alongside people.
Build the smallest working version and run it alongside people.
- Artifact
- Build log and shadow results
- AI coach assesses
- Evidence, business clarity, rigor and safety.
06Prove and decideLearn · Do+
Measure against the baseline and decide: scale, adjust or kill.
Measure against the baseline and decide: scale, adjust or kill.
- Artifact
- Decision record
- AI coach assesses
- Evidence, business clarity, rigor and safety.
07Govern and embedLearn · Do+
Make the result survive without the learner.
Make the result survive without the learner.
- Artifact
- Practical governance pack
- AI coach assesses
- Evidence, business clarity, rigor and safety.
08Readout and portfolioLearn · Do+
Turn the engagement into proof.
Turn the engagement into proof.
- Artifact
- Readout, portfolio and attestation
- AI coach assesses
- Evidence, business clarity, rigor and safety.
Getting the most from AI Operator Path
- TIP 1
Do the "apply it" exercise in your head with your own workplace.
- TIP 2
Interview every Twin stakeholder and ask each for a number and where it comes from.
- TIP 3
Get your sponsor's written yes in week one and measure the baseline before changing anything.
- TIP 4
Keep every artifact dated; your portfolio is your strongest evidence.
- TIP 5
Choose a process you can measure in your first week; vague processes stall at Stage 2.
- TIP 6
Use the coach before every submission, not after a review comes back.
Tiers
Pay for the step you are on
Theory and Twin
Learn the method and rehearse it.
$97
Credential
Theory Certificate - Associate (Twin complete)
Live
Everything, delivered for real.
$149
Credential
AI Transformation Operator
Upgrading later credits what you have already paid. Nothing you have done is lost when you change tier.
Living Strategy
Your evidence writes the strategy.
As each stage passes, its artifact feeds a section of an AI strategy for the business. You confirm every line. By Stage 8 it is written.
- 00Mandate and permission
- 01Read the business
- 02Inventory and baseline
- 03Select one process
- 04Design the pilot
- 05Build and shadow run
- 06Prove and decide
- 07Govern and embed
- 08Readout and portfolio
- S1Mandate and scope
- S2Business context
- S3Current AI use
- S4Priority opportunities
- S5Pilot design and measures
- S6Results and decisions
- S7Governance and controls
- S8Roadmap
Glossary of terms: [PLACEHOLDER: glossary link]
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