Streamlining Clay's AI Workflow

Challenge

Users were abandoning the Clay's AI agent during onboarding because after requesting 1 column of verified data, the user got 29 columns which created an immediate overwhelm. The goal was to remove this friction and slash Day 1 churn.

Research

We ran a Moderated Usability Study over GMeet to find behavioural and attitudinal issues with current flow. The participants represented 3 User Personas: The Switcher, The Sceptic and The Impatient that simulated their user base.

Key Findings

  • False Confidence: When an AI engine hallucinates data confidence, the 50% of testers became sceptical of Clay's overall performance. While all users described the waterfall logos as helpful, 60% of them wanted to select their own data sources.

  • Cognitive Overload: When users used Sculptor AI to enrich data, the output was a 27 column mess that overwhelmed 100% of testers and caused serious friction to the overall flow. This also added to the data uncertainty for the users.

"Absolutely not. No way. I would need to go and check every single line before I'd send this to a client. I don't know where this data is coming from."

Andreja, Senior GTM Consultant (The Sceptic)

Design Iterations

  • We initially attempted to rebuild the entire spreadsheet interface from scratch, streamlining column generation and restructuring the sidebar entirely. This was just going to be too costly.

  • Then, we prototyped popups to alert users when the AI was about to enrich their sheets, but it worked like a stop sign and still broke the user flow.

  • The working design was a combination of:

    1. HITL pattern that incorporates progressive disclosure. The user now gets to decide on the AI data output before it gets committed to the user's main workspace.

    2. A default collapsed view of the waterfall column to reduce visual overwhelm.

These directly restored user agency & trust without slowing down the development timeline.

Impact

  • Improved Trust in the AI

  • Compressed TTV from 7m+ to 1m

  • Up to +42% increase in Day 1 user retention by eliminating immediate column overwhelm

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