Designing for adoption through immersion when information fails to convert
An agentic AI B2B platform for sales teams that captures, analyzes, and acts on every call Numoloo
Product Designer
Embedded with product, engineering, and design
0 to 1 Product design from concept to launch
Freelance
UX
UI
Constraint: Show product value before users had real call data
Outcome: Shipped an immersive FTUX that puts users inside the product before their first real call, with launch metrics defined to validate the activation hypothesis
Designed a 0 to 1 AI B2B onboarding experience that uses immersion, not explanation, to earn trust before real data exists
Activation & Adoption
TTV & Dropoff
The most effective onboarding is not a tour, it's a demo
For a product that uses AI to capture and analyze sales calls, explaining features is not enough. SMB users need to feel the value before they will commit to changing how they work.
Standard onboarding, product tours and empty states, passively presents information. This first-time user experience (FTUX) actively puts users inside the product with real sample data, walking them through every major workflow before their first real call comes in.
Designed toward improving activation and adoption while reducing TTV and dropoff.
AI adoption fails when it feels like a new behavior
SMBs driven by calls and follow-ups already have a workflow. The barrier to adopting AI isn't understanding what it can do, it's not wanting to change how they work to use it.
With 20+ years of sales experience behind the product direction, the insight was clear: AI has to integrate into familiar patterns, not replace them. Receiving a call, reviewing a summary, acting on a suggested follow-up, the same steps SMBs already take, with AI handling what used to fall through the cracks.
The standard approach wasn't enough
A product tour and empty states were always part of the plan. The tour walks users through the main components. The empty states educate users on the value proposition before first use. Both are necessary. Neither is sufficient.
The signal came while designing the in-use screens. The client kept losing context without realistic data to look at. If the person who built the product needed real examples to understand it, a first-time SMB user had no chance with empty states and tooltips alone.
Passive information doesn't create activation. Users needed to be inside the product before their first real call came in.
The safer call was to ship the tour and empty states and see what the data showed. That would have taken weeks to learn what we could design around now.
Earning the aha moment before the first real call
The solution was to replace the empty state first experience with three interactive cards with sample data that puts users inside the product's core workflows before anything real comes in.
I designed the FTUX around three moments: understand an AI-generated call summary, connect Gmail and Slack for action, and try a ready-to-send follow-up email.
After completing the demo, users entered the real empty state with a clear understanding of what the product does and what to do when the first call arrived.
Product tour first. Interactive demo second. Real product third.
What we shipped to prove
The hypothesis: immersive onboarding that puts users inside the product before their first real call drives higher activation than a passive product tour alone.
The primary signal is demo completion rate and whether users who engage fully activate at a higher rate than those who don't. Secondary signals are time to first real action, Gmail and Slack integration rates, and return rate after the first AI-assisted call.
The metrics are defined. The baseline will tell us if the bet was right and what to build next.