We identify high-value AI use cases, shape focused products and build the commercial path that gets them adopted.
For teams that know AI should matter to their business but need to decide where. We examine workflows, user friction and economics, then turn the strongest use case into an actionable roadmap.
For founders with capable technology and a fuzzy market story. We sharpen the buyer, category, positioning and offer, then design the route from first attention to repeatable demand.
For narrow problems that deserve focused software. We test whether the pain is real, define the smallest valuable solution and take it far enough to earn an honest market response.
Locate costly friction and the people most motivated to remove it.
Reduce the field to one differentiated, commercially sensible proposition.
Create the leanest experience that can prove value to a real user.
Put it in front of buyers, measure the response and decide what earns scale.
The best application of AI is not the loudest. It removes meaningful friction, earns repeat use and creates a measurable advantage.
The output is a choice, a tested proposition or a system your team can operate—not a strategy document that gathers dust.
SNITI is an independent studio. We take on a limited number of engagements so the people framing the problem stay involved through the market test.
Tell us where you see an opportunity—or where the current answer still feels unclear.