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AI Research "Token Costs – What Customers are Saying" Keirstead
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AI Research "Token Costs – What Customers are Saying" Keirstead
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AI Research Equities
AmericasToken Costs – What Customers are Saying
Software
Karl Keirstead
Summary Analyst
The pushback to token-maxxing – enterprises suffering from sticker shock as employee karl.keirstead@ubs.com
use of AI coding agents and other tools drive higher-than-expected token or compute +1-310-734 2455
costs – is now coming up regularly in investor conversations, as it raises the risk that the Taylor McGinnis
diffusion rate of AI technology in enterprises could hit a wall or at least slow, impacting Analyst
all AI-exposed stocks. Our preferred method of getting at the truth in such debates is to taylor.mcginnis@ubs.com
ask IT execs at enterprise customers for their unvarnished views. We offer a dozen or so +1-212-713 1332
preliminary conversations in this report and conclude that the risk may be less than Roger Boyd
meets the eye. Analyst
roger.boyd@ubs.com
What We Heard +1-212-713 1256
We’d flag: 1. AI token/compute costs have become a real concern for ~60% of the Radi Sultan, CFA
enterprises we spoke to (a material percentage, this is not a made-up media story). 2. Analyst
Most of these organizations already have or will soon introduce some form of guardrails radi.sultan@ubs.com
+1-212-882 0094
in place to throttle compute/token consumption. 3. Some customers expressed a
reluctance to materially limit or throttle AI use beyond the obvious elimination of real
waste, as they’re squarely focused on trying to drive AI adoption in their organizations
(“we don’t want to throttle them” and “our aim is to just get our employees to start
using AI”). These customers are optimizing/cutting other areas of their IT spend to
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