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Ozzie: Validating an AI Assistant Product Before the Market Got Crowded

AI assistant MVP validated with real users in 6 weeks

Client: Ozzie
Ozzie: Validating an AI Assistant Product Before the Market Got Crowded

The Challenge

What Ozzie Was Facing

The founder had a narrow window. The AI assistant space was moving fast and the specific workflow niche he was targeting — async meeting preparation for distributed teams — would be copied quickly once someone proved it worked. He needed an MVP in market collecting real user behaviour before committing to a full product build. Speed was not a preference; it was survival.

The Solution

What We Built

We ran a 3-day scoping session and agreed on a ruthless constraint: the MVP would do exactly one thing well — generate a structured pre-meeting brief from a calendar invite and past meeting notes. No voice features, no integrations beyond Google Calendar, no custom templates. We shipped in 6 weeks and seeded it with 40 beta users. We built instrumentation first so every session generated usable learning.

Ozzie: Validating an AI Assistant Product Before the Market Got Crowded – solution

Results

Measurable Outcomes

MVP live in 6 weeks with 40 beta users actively testing on day one
68% of beta users returned for a second session without prompting — strong early retention signal
Founder used session recordings to identify and pivot the core value prop before building v2

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Ozzie: Validating an AI Assistant Product Before the Market Got Crowded | SaaS Development Agency