How can AI token use align with business value?
All answers emphasize measuring AI token usage against clear business value or ROI, though some focus on productivity, existing metrics, or holistic organizational goals.
5 answers
Answers


Sagnik Nandy
Chief Technology Officer · Docusign
Measure ROI
Sagnik Nandy says it's always important to measure ROI, saying his team will spend as much as needed as long as they can show value, since the goal isn't to spend but to get value.
The answer starts at 35:44.
The Engineering Leadership Podcast · Listen on Apple Podcasts

Sam Pierson
Chief Technology Officer · Qlik
Link to Productivity
Sam Pierson says organizations should tie token spend to downstream productivity, since anyone deploying capital wants to see what productivity results from investing X in tokens.
Data Faces Podcast · Data Faces Podcast · Listen at 33:15

Dr. Justin Ubert
Division Chief (Component CISO) · U.S. Department Of Transportation
Holistic ROI Alignment
Dr. Justin Ubert says organizations should think holistically about AI token usage, asking what the mission, organizational value, and ROI are, alongside security and data factors.
Fed Gov Today · Watch on YouTube

Jacob Thomas
Manager of Information Security · Texas Children'S Hospital
Sandbox and Measure
Jacob Thomas says the way to ensure AI token usage aligns with business value is to sandbox the environment first, then check whether it meets specific metrics and delivers ROI.
SiliconANGLE theCUBE · Watch on YouTube

Pete Johnson
Field CTO, Artificial Intelligence · MongoDB
Tie to Performance Metrics
Pete Johnson says to tie AI use to existing performance metrics—the ones already used to bonus and evaluate employees—because if AI changes those metrics in their workflow, that lets you measure ROI.
Super Data Science: ML & AI Podcast with Jon Krohn · Watch on YouTube
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