Situation

Teams were making design decisions based on what felt right. Designer instinct, stakeholder preference, best guesses. There was no way to know if a flow actually worked before it went to engineering.

Ownership

I owned the product: scope and feature prioritization, specification, prototyping the vision for the development team, and sign-off before anything shipped. Team shared with Indigo Studio: 7 developers, 2 senior architects, 1 visual designer. Discovery built on prior UX research expertise and competitive analysis: existing tools relied on user panels that enterprise customers couldn't use for private, internal work. I validated prototypes with internal users and Indigo Studio customers, a captive audience already invested in the workflow.

Constraint

Proper usability testing required scheduling, facilitators, and budget that most teams didn't have. So it just didn't happen. Validation was a luxury, not a practice. Everyone knew it.

Key Insight

The original goal was video session replay. But video requires a one-time setup, is opt-in, and produces too much data to process when you have dozens of recordings. The strategic call was to lean into static reports instead: funnel metrics and timeline-based click maps that let moderators find problem areas by scanning visualizations rather than watching footage. No viewing overhead, no setup friction. Immediate signal.

Outcome
150
tests run per month
2,500
monthly visits on hosted version
~40%
of sales via on-prem compliance tier
0
facilitator overhead per study
Artifact

An upload-based testing flow: teams could test any existing app screen without building a native prototype first, opening up research to teams who'd never done it before.

Results dashboard showing task success rates and per-participant data
Results dashboard — task success rates, failed paths, and per-participant timelines at a glance
Click path view with expected and unexpected interaction markers
Click path detail — expected vs. unexpected interactions overlaid on the prototype frame
Session replay modal showing video recording with click timeline
Session replay — click path always available; video recording shown when participants opt in