AI-Native Product Strategy
From problem to a validated product.
Twistag frames the problem, finds where AI changes the product, and puts a clickable prototype in front of real users within the first sprint, so the build starts with evidence.
Most products miss because the wrong thing was built well. A prototype and twelve users settle what a month of meetings cannot.
- 01Ideas debated, never tested. Opinions decide the roadmap.
- 02AI added as a feature, with no job to do. A chat box where a workflow was needed.
- 03A roadmap with no evidence behind it. Budget committed before users have seen anything.
A product worth building, and the case for it.
Discovery and prototyping are small and fixed in time. The full build starts once real users have backed the idea.
- 01Problem framingThe job the product does, for whom, and what changes.
- 02User researchInterviews and observation with the people who will use it.
- 03AI opportunityWhere models, retrieval or agents change the product.
- 04Clickable prototypeReal screens in front of users within the first sprint.
- 05ValidationTasks, measures and decisions from user testing.
- 06Product case and roadmapScope, milestones, team and budget for the build.
What users did with the first screens
- 11 of 12 found upload without help
- 7 of 12 hesitated to approve without the source
- 12 of 12 wanted the list sorted by due date
Two to four weeks, set by the scope of the product.
Each week ends with something users can try. The final readout is a decision: build, change or stop.
Build it, extend it or take it in-house.
The same team takes the validated scope from MVP to platform.
Next step AI Readiness SprintMap AI across the companyWhen the product is one of several AI opportunities, the sprint ranks them all.
Next stepResearch, prototype, product case and roadmap belong to the company.
Products that started with discovery.
About product strategy.
How long does discovery take?
What if users do not back the idea?
Does every product need AI?
Who takes part from the company?
What does it cost?
Who owns what is built?
Other Product Engineering services.
Let’s talk.
Tell us about the company and what it needs. A senior lead takes it from there.
A senior lead replies within one working day.
