Completing a project on time and on budget used to be the whole job. It isn't anymore.
Customers don't remember whether you hit your go-live date. They remember whether the software changed how they work. If it didn't, the implementation failed—even if the project closed green.
Chris Pinaire has spent 22 years running implementations at Global Shop Solutions, an ERP platform serving manufacturers from 25-person machine shops to $1.2B global operations. With 250,000 users logging in daily, he's seen every flavor of successful go-live that quietly became a failed deployment.
At Propel 26, he introduced a framework that shifts the entire measurement model: from completion to value realization.
Read on for the key takeaways from the session.
Why "on time, on budget" is no longer enough
Chris opened with a story that every PS leader will recognize. A 100-person aerospace manufacturer went live on time, on budget, and with no escalations. Three months later, program managers stopped using the system.
The root cause wasn't technical. It was an adoption. The team had built a beautiful implementation with no change management for the people who used it daily.
The fix—custom dashboards tailored to how program managers actually worked—saved each of them three hours per day. At ten program managers, that's 15 hours reclaimed daily. But that outcome didn't show up at month 6. It showed up at month 9.
The lesson: the real value milestone happened three months after the traditional project close. If your measurement framework ends at go-live, you're measuring the wrong thing.
The Milestone Value Map: five checkpoints before the traditional project is complete
Chris's answer to the measurement problem is the Milestone Value Map—a five-checkpoint framework that surfaces value signals before a project officially closes, not after.
The five checkpoints are tied to adoption signals, not completion status:
- Data accuracy confirmation — Are users trusting the data in the system to make decisions?
- Process adherence rate — Are teams following the new workflows rather than reverting to old ones?
- Time-to-first-output — How quickly after go-live does the first measurable business output appear?
- Stakeholder sign-off on outcomes — Does the sponsor agree that the system is delivering on its promises?
- Support ticket decline — Are "how do I do X?" tickets falling, indicating embedded adoption?
Each checkpoint is measurable before a project reaches its contractual close date. That's the point. PS teams that wait for formal completion to ask "did this work?" are asking too late.
How AI changes when you catch adoption signals
The Milestone Value Map is a manual framework. AI makes it automatic—and far earlier.
Chris's development team now builds using Cursor, running a chain of agents: quote → spec → code → test → documentation.
The speed gain is real, but the more important shift is upstream: AI-assisted implementations can now surface adoption signals at week four that previously appeared only at month nine.
When a program manager opens the system twice a week instead of daily, that's a signal. When support tickets on the same workflow spike repeatedly, that's a signal. When utilization numbers plateau, that's a signal. With the right instrumentation—and AI reading those signals in real time—PS teams can intervene before adoption collapses, not after it already has.
"The real outcome didn't show up at month six. It showed up at month nine. We had the wrong finish line the entire time." — Chris Pinaire, Global Shop Solutions
Rocketlane's Nitro AI operates in exactly this layer—tracking project health signals, surfacing churn and expansion indicators via the Signals agent, and giving PS leaders the visibility to act on week-four data instead of waiting for a quarterly business review.
4 key takeaways from Chris Pinaire on implementation value realization
- Go-live is a handoff, not a finish line. The customer's experience begins at go-live. A project that closes green but drives no behavior change has failed the customer, regardless of what the scorecard shows.
- Map value before the project closes. The Milestone Value Map provides PS teams with five measurable checkpoints to confirm that value is landing—all before the formal close date. Teams that skip this step are flying blind through the most important part of the engagement.
- AI accelerates the signal, not just the work. Using AI in implementation isn't just about speed. It's about catching adoption risk at week four. That's a fundamentally different use case—and a more valuable one—than automating documentation.
- Outcome subscriptions require outcome measurement. Global Shop's Virtual Controller service grew from two customers to 65 monthly accounts because the model is built on delivered outcomes, not completed tasks. You cannot sell outcome subscriptions without the measurement infrastructure to prove the outcomes are real.
Conclusion
The PS industry has spent decades measuring what's easiest to measure: project status, go-live dates, and on-time delivery. Chris Pinaire's session was a direct challenge to that habit.
The Milestone Value Map doesn't require new tools or a platform overhaul. It requires a decision about what success means—and a commitment to measuring it all the way through to the customer's reality, not just to the handoff meeting.
PS teams that make that shift now will build a very different kind of customer relationship: one based on proof, not promises.
Based on live session data from Propel 26 (May 2026) and aggregate outcomes from 750+ Rocketlane customers.
Check out the rest of our Propel 26 recaps here for more insights from the industry's best.



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