One path from useful knowledge to a working business.
Work through Find → Validate → Build → Sell → Deliver → Operate. If a later step feels stuck, move back to the earliest missing piece of evidence.
Do not restart for the sake of completeness. Pick the first sentence you cannot prove: “people want it” (Validate), “the offer works” (Build), “buyers choose it” (Sell), “customers get the result” (Deliver), or “the work repeats safely” (Operate).
Find
Who has a painful problem worth solving?
Choose a specific person and a costly, frequent problem before choosing a tool.
Outcome
A narrow customer and problem hypothesis you can explain in one sentence.
Where AI helps
Organize interview notes, surface patterns, and turn broad ideas into testable problem statements.
Keep human
Choose the people you want to serve and decide whether the problem is meaningful enough to pursue.
Evidence to move on
You can name the customer, the painful moment, the current workaround, and why change matters now.
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Find a painful problem before you buildValidate
Will someone act, not just agree?
Test demand with conversations, commitments, and small experiments before building the full offer.
Outcome
Evidence that the problem is urgent enough for a real next step.
Where AI helps
Draft interview guides, summarize objections, compare language, and maintain an evidence ledger.
Keep human
Read hesitation, ask uncomfortable follow-ups, and distinguish polite interest from commitment.
Evidence to move on
At least one qualified person commits time, access, a referral, a pilot, or payment to continue.
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Validate demand with a behavioral commitmentBuild
What is the smallest useful offer?
Turn the validated problem into the simplest deliverable that creates a meaningful result.
Outcome
A clearly scoped offer that can be delivered manually before it is automated.
Where AI helps
Create drafts, prototypes, checklists, and repeatable production steps from your specification.
Keep human
Set the promise, reject unnecessary features, and decide what quality is good enough to test.
Evidence to move on
A real prospect can understand the offer and receive a useful result from the current version.
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Build the smallest useful offer—software optionalSell
Why should this buyer choose this offer now?
Position, price, reach prospects, and ask for the first sale without hiding behind more building.
Outcome
A direct offer, a fair price, and a repeatable way to start qualified sales conversations.
Where AI helps
Research public context, draft outreach variants, organize follow-ups, and summarize objections.
Keep human
Choose the price, make the ask, handle trust, and never let AI impersonate a relationship.
Evidence to move on
A qualified buyer pays, signs a pilot, or gives a specific objection you can test next.
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Sell the first offer with a direct, human askDeliver
How will the customer get the promised result?
Onboard, serve, support, and improve the outcome before trying to make the work autonomous.
Outcome
A dependable delivery path with clear ownership, checkpoints, and recovery when something fails.
Where AI helps
Prepare materials, track open loops, draft updates, and verify that routine steps actually completed.
Keep human
Own the customer relationship, exceptions, quality bar, and any promise involving trust or risk.
Evidence to move on
The customer receives the promised outcome and you can explain what worked, failed, and changed.
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Deliver the first customer outcomeOperate
What proven work should become a supervised system?
Make repeatable work easier with AI while keeping permissions, evidence, and stop conditions visible.
Outcome
A documented operation that is cheaper or faster without surrendering judgment.
Where AI helps
Run bounded workflows, monitor schedules, maintain state, produce reports, and surface exceptions.
Keep human
Set authority, approve consequential actions, review evidence, and decide when the system must stop.
Evidence to move on
The workflow repeats with visible proof, bounded cost, clear escalation, and a tested recovery path.
Curated next resource
Operate a proven workflow with bounded AI authorityStart with a conversation, not a stack.
Your first useful action is to talk with a person who knows the problem. AI can prepare the questions and organize the evidence. It cannot decide whose pain deserves your commitment.
Return to Step 1