InsightOps
AI-Powered SaaS Dashboard
Role:
Lead Designer & Creative Engineer
Duration:
9 months
Team:
12
Challenge
A B2B analytics platform needed to integrate generative AI features without overwhelming enterprise users already trained on the existing workflow.
Approach
Designed an "AI Sidecar" pattern — a contextual assistant rather than a replacement UI
Created prompt-design guidelines and a reusable AI interaction framework
Built a live React + D3.js prototype to test data visualization variations
Engineered a custom embedding-driven search that surfaced charts via natural language
Led cross-functional workshops aligning ML engineers and product designers
Outcome
AI feature adoption hit 74% within 60 days (industry avg: 22%)
Average time-to-insight reduced from 18 min → 4 min
$4.2M in expansion revenue from AI tier upsells in Q1 post-launch
Featured as a case study by Figma Config 2024
