Enablement – April 22, 2026

The ROI of AI Enablement: Measure It, Don't Just Believe It

Tim Jamboula7 min read
Two men smile at the camera, one holding an open laptop showing a marketing report on screen.
YOYABA hackathon, 2026

Every enablement program ends with a satisfaction survey. Almost none ends with a statement about actual impact. The reason isn't bad intent – it's a measurement gap: people measure the experience because the experience is easy to measure. Impact is harder – but not impossible.

Why a satisfaction score proves nothing

A good training day gets good ratings. That's expected and perfectly fine. The problem starts when that good rating is used as evidence of ROI. It measures whether the day was pleasant – not whether anything gets done differently on Monday.

Metric askedWhat it actually tells youWhat it doesn't tell you
Satisfaction 1–5The day was pleasantThat anything changed
Attendance rateThe requirement was metThat people came voluntarily
Number of use casesSomething was triedThat anything stayed in production
Hours saved (self-reported)Participants' own estimateReliably measured time
Number of active prototypesBuilding activitySustained usage
What you're measuring – and what you actually want to know

Three levels worth measuring

Impact can be captured in three layers, each with its own value – you just need to know which layer supports which claim.

  1. 01Activity: was what was learned actually applied? Visible in prototypes, prompts used in tools, automated steps.
  2. 02Behavior: did the actual workflow change? Visible in who works in which system, and how often.
  3. 03Outcome: did something measurable get better? Time, error rate, turnaround – only this layer justifies budget.
Whoever only measures the top layer has nice numbers. Whoever measures all three has a story – and that's the one that gets a budget renewed.

The least painful method

Don't measure the training – measure one concrete use case that came out of it. Compare the duration of the manual process against the automated version over four weeks. It's not a controlled study, but it's far more solid than any satisfaction score – and, crucially, you can explain it to an executive in two sentences.

What happens if you don't measure

Nothing – and that's exactly the problem. An enablement program without measurement doesn't die from bad results; it dies from having no argument in the next budget round. If you can't measure, you have to rely on belief – and belief rarely survives a round of budget cuts.

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What other customers say

Voices from real Corporathons.

Verbatim excerpts from public LinkedIn posts by participants.

„24 hours in our office. Pizza everywhere. 5 teams racing to build something real with AI."

Marie Klamer

YOYABA · LinkedIn-Beitrag

„Turns out that's all it takes to go from "I should really learn AI" to actually shipping a working product. No coding experience needed."

Marie Klamer

YOYABA · LinkedIn-Beitrag

„By the end of day one, people who had never touched a terminal were working in Claude Code and building solutions of their own."

Okechukwu Ukaigwe

NavVis · LinkedIn-Beitrag

„You don't need months of preparation. Just a team, a bit of chaos, and the willingness to start."

Lisa Kral

YOYABA · LinkedIn-Beitrag

„24 hours in our office. Pizza everywhere. 5 teams racing to build something real with AI."

Marie Klamer

YOYABA · LinkedIn-Beitrag

„Turns out that's all it takes to go from "I should really learn AI" to actually shipping a working product. No coding experience needed."

Marie Klamer

YOYABA · LinkedIn-Beitrag

„By the end of day one, people who had never touched a terminal were working in Claude Code and building solutions of their own."

Okechukwu Ukaigwe

NavVis · LinkedIn-Beitrag

„You don't need months of preparation. Just a team, a bit of chaos, and the willingness to start."

Lisa Kral

YOYABA · LinkedIn-Beitrag

Voices from the hackathon

Hackathon posts on LinkedIn

Public posts by Tim Rath (Founder YOYABA) and participants from YOYABA and NavVis after the AI hackathons, in the original.

LinkedIn

Post by Tim Rath. It is loaded from LinkedIn when shown, which needs your consent to external content.

Tim Rath, Founder YOYABAOriginal on LinkedIn

LinkedIn

Post by Marie Klamer. It is loaded from LinkedIn when shown, which needs your consent to external content.

Marie Klamer, YOYABAOriginal on LinkedIn

LinkedIn

Post by Tim Rath. It is loaded from LinkedIn when shown, which needs your consent to external content.

Tim Rath, Founder YOYABAOriginal on LinkedIn