Case Study

Scaling Enterprise SaaS Adoption 75x at IBM

Growth loops built with engineering and analytics turned a stalled enterprise SaaS platform into 35,000 incremental downloads and a 75x jump in adoption.

Product Manager, IBM May 2012 to December 2014 Enterprise SaaS platform Growth & PLGProduct Leadership
75x
Adoption scaled through growth loops
35,000
Incremental downloads driven
24
New contracts secured

Situation

An enterprise SaaS platform at IBM had a usability problem dressed up as a marketing problem. Adoption was flat, and the instinct in the room was to spend more on awareness. The actual blocker was inside the product.

What I Built

  • Usability improvements and growth experiments that increased SaaS adoption by 35,000 downloads, the equivalent of saving 13,125 days of manual work across the customer base.
  • Data-driven growth loops, built jointly with engineering and analytics, that scaled adoption 75x by compounding small conversion improvements. No big redesign required.
  • VM initiatives for enterprise platforms that secured 24 new contracts by removing deployment friction that had been quietly costing sales cycles.
  • Workflow automation and modular services that improved enterprise efficiency beyond the immediate adoption metrics.
75x ADOPTION SCALED Fix usability STEP 1 Compound conversion STEP 2 35,000 downloads STEP 3 24 new contracts STEP 4
A compounding growth loop, not a single redesign, turned flat adoption into a 75x increase.

The Hardest Problem

Convincing a large, established enterprise org the fix was inside the product. Marketing spend is the easier line item to approve, and that's exactly why nobody wanted to hear it wasn't the answer. The growth loop data made the case on its own: exactly where in the product experience users were dropping off, and what closing that gap was worth.

Outcome

Adoption scaled 75x. The 35,000 additional downloads translated to a measurable reduction in manual work across the customer base, and the VM initiative work directly secured 24 new enterprise contracts that had been stalled on deployment friction.

Skills Demonstrated

Product-led growth strategy, enterprise SaaS adoption, cross-functional growth loop design, usability-driven product improvement, enterprise sales enablement.

Evaluating me for a role

See the rest of the track record

More case studies spanning 16+ years of AI and technical leadership.

View full work →
Need this built or governed

Let's talk about your problem

AI strategy, LLM agent architecture, and governance frameworks that hold up under scrutiny.

Get in touch →