[smartcrawl_breadcrumbs]
$300K+
Documented cost avoidance
90 Days
Proof-of-concept window
40%
Productivity gain by month nine
Case Studies
01
PROFESSIONAL SERVICES FIRM
$2.8M revenue
Unified Operational Focus
Three competing rollouts. One defined operating decision.
One decision ended three competing rollouts
Situation
Leadership walked into a progress meeting and discovered that three departments had each selected their own AI tool without a shared decision framework.
Decision needed
The team wanted to debate which tools to keep, but the real decision was larger: what parts of the business should never be handed to a machine?
What changed
Leadership defined the boundary, kept customer support human, and documented the decision on one page. The debate ended because everyone knew what AI could touch and what it could not.
Result
Two tools were canceled before renewal because they no longer fit the boundary. One stayed. The team stopped chasing vendors and started executing.
02
HEALTHCARE SERVICES GROUP
$4.2M Revenue
The Team Could Do More Than They Thought
A six-figure contract paused while the internal path became clear.
$300K+ retained through internal capability
Situation
Leadership was 72 hours from signing a six-figure AI contract, but the team was split and no one could say who owned the decision.
Decision needed
The team had spent weeks negotiating terms, but the real question was whether the business needed an outside vendor or a clearer internal owner.
What changed
We defined the problem, mapped the options, and assigned a clear owner. The team could handle 60% of the need internally once the decision was properly framed.
Result
More than $300K stayed in the business. The solution was built in-house, and the person responsible for the decision finally owned it clearly.
03
SPECIALTY MANUFACTURER
$3.1M Revenue
Pilot Decision Made
A nine-month pilot without a finish line. Leadership made the call in one week.
Focus restored. Three unnecessary follow-on projects avoided.
Situation
A promising AI pilot had been running for nine months, but no one had defined what success looked like, so the project kept consuming attention.
Decision needed
The tool was useful in a limited way, but no one had authority to end it. The decision had become harder because stopping felt like admitting the investment had failed.
What changed
We gave the pilot a 30-day window, clear success criteria, and a named owner. Once the criteria were visible, leadership made the call in one week.
Result
The team got its focus back and stopped three follow-on projects that no longer made sense. The pilot finally had a clear ending instead of continuing by default.
Before you spend on tools, lock the decision.
If one of these patterns feels familiar, it is time to decide what deserves your attention first.