From 20 AI Ideas to 5 That Moved the Needle
How a mid-market services firm avoided $200K in wasted AI investment by mapping before building.
$200K+
Saved by killing 15 low-value projects
5 projects
Prioritized by ROI, effort, and integration potential
1 month
Time for first project to pay back full engagement cost
1 list
Single AI priority list replaced quarterly political battles
"We had 20 AI ideas and no idea which ones mattered. NodePrime scored them all in two weeks. We killed 15 projects that would have wasted $200K and focused on the 5 that actually moved revenue. One of those 5 paid for the entire engagement in the first month."
Sarah Chen
CEO, Mid-Market Professional Services Firm
The Challenge
The leadership team had accumulated a backlog of 20+ AI project ideas from board members, department heads, and vendor pitches. Every quarter, they'd greenlight 2-3 projects based on whoever argued loudest. Two years of this produced 8 disconnected AI tools, none talking to each other, each solving a narrow problem while creating new integration work. Total spend: $340K. Measurable revenue impact: zero.
Our Approach
Ran the Business Blueprint process: 5 conversations with leadership and key operators across all departments. Mapped how work actually flows through the business, not how the org chart says it should.
Scored all 20 AI ideas against three criteria: projected ROI (based on actual operational data, not vendor estimates), implementation effort, and integration with the existing system. Ranked them on a single priority list.
Identified that 15 of the 20 ideas were either redundant (solving symptoms of the same root problem), low-ROI (saving minutes not hours), or impossible to integrate without rebuilding from scratch. Recommended killing all 15. Focused budget on 5 high-impact interventions that built on each other.
Systems Integrated
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