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Diginomica: Tokenomics – as AI “bill shock” goes mainstream, the key cost driver becomes task complexity

The tokenomics crisis is real, confirms a new report from Mavvrik, and demands some organizational re-thinking around value derivation and cost management.

Market Scale: Enterprise AI spending is maturing fast, and the hidden costs are catching teams off guard

AI budgets in enterprises are increasingly being allocated towards operations rather than training, reflecting maturity in AI spending. However, a significant portion of projects face unexpected costs, which can derail progress. Data from Gartner, Mavvrik, and Deloitte highlight this transition and its associated challenges.

CFO Dive: 1 in 4 companies delay or cancel an AI project over cost

Rising volatility around AI costs is putting increased pressure on CFOs for financial discipline.

CIO Dive: With AI, CIOs need a new playbook

IT leaders need to rewrite operations from the ground up while facing regulatory pressure, capacity constraints and concerns about vendor lock-in.

CIO Dive: Surprise AI costs threaten enterprise implementations

Poor visibility across AI spending is leading one-quarter of businesses to delay or cancel AI projects, Mavvrik found.

Channel Insider: AI Cost Overruns Force Board Escalations and Spending Freezes

New research shows that businesses are struggling to forecast AI costs, with more than half missing targets by 11–25% and…

Startups are building the next big thing with Google Cloud AI

Startups are rapidly building and scaling AI products on Google Cloud, leveraging its full AI stack, from models to GPUs. At Google Cloud Next 2026, companies like Mavvrik are using these capabilities to deliver unified cost visibility and governance across cloud, AI, and SaaS—highlighting how startups are turning complex AI infrastructure into scalable, production-ready systems.

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News.

Diginomica: Tokenomics – as AI “bill shock” goes mainstream, the key cost driver becomes task complexity

Market Scale: Enterprise AI spending is maturing fast, and the hidden costs are catching teams off guard

CFO Dive: 1 in 4 companies delay or cancel an AI project over cost

CIO Dive: With AI, CIOs need a new playbook

CIO Dive: Surprise AI costs threaten enterprise implementations

Channel Insider: AI Cost Overruns Force Board Escalations and Spending Freezes

Startups are building the next big thing with Google Cloud AI

CFO Dive: Most firms miss AI cost forecasts, survey finds

Revenue Brew: AI Forecasting & Why Teams Fall Short

AI Cost Management Research: 85% of Companies miss AI forecasts by 10%

Channel Insider: Rethinking Tech Spend like a Mavvrik

DigitalEx Rebrands as Mavvrik While Adding $6.3M in Funding