Tracy Woo
Principal Analyst
Author Insights
Blog
AI Capacity Scarcity Shifts The Goals Of FinOps
AI capacity is the new FinOps challenge. Learn why securing and governing scarce AI infrastructure is becoming a business priority.
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Predictions 2027: Cloud’s AI Race Gets Messier
AI is reshaping the cloud market as providers face intensifying global competition, industry consolidation, and growing infrastructure constraints. In 2027, cloud leaders will need to balance rapid innovation with portability, resilience, and cost discipline.
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Tokenomics: The Economics Of AI Value Realization
What is tokenomics? How do I manage token costs? Does tokenomics matter if I only purchase AI copilot subscriptions? Questions like these dominate the bulk of my client conversations. Tech leaders believe tokenomics is simply a token cost management exercise — it isn’t. Tokenomics may be one of the most misleading terms in the AI […]
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Open-Weight Models Are Proliferating, But The Platform Race Matters More
Last week, AI startup Reflection released a new open weight model, Beam, claiming parity with leading Chinese open models and at only “a fraction of the token cost and inference time.” Days later, Mistral introduced open-weight model Mistral Large 4 (ML4), nicknamed Le Chonk in reference to its 1 trillion parameters. Taken together, these models […]
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The Triple AI Outage Is A Wake-Up Call For Enterprises
The simultaneous disruption of multiple leading AI services exposed the hidden dependencies that can turn provider outages into businesswide interruptions. Learn why AI resilience, governance, and contingency planning must become essential as enterprises embed AI deeper into critical operations.
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Stripe Is Acquiring OpenRouter To Control The AI Consumption Layer
On August 19, Stripe agreed to acquire OpenRouter in a deal valued at more than $7 billion. OpenRouter gives enterprise buyers access to more than 400 AI models through a single interface so they can compare, select, and switch models without building separate integrations for each provider. This is one of Stripe’s most ambitious moves […]
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Anthropic’s Pricing Shift Puts AI Consumption Risk Back On Customers
Back in May of this year, Anthropic announced changes to its pricing model. Its original fixed-fee, per-seat subscription model was replaced with one that separates platform access from AI consumption. Customers still pay for access, but usage is now metered and billed separately based on token consumption. Under the previous model, customers were split into […]
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AI Cost Management: How Prepared Are You?
As AI adoption accelerates, many organizations are discovering that spending is rising faster than their ability to control it. Building the right cost management capabilities is becoming essential to scaling AI without sacrificing financial discipline.
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Revisiting Our 2025 Cloud Predictions: Hits, Misses, And Lessons
Predictions are a tough sport to play. If you get them all right, you played it safe by recapping existing trends or gave wishy-washy statements that are hard to verify. If you got them all wrong, you likely went for the headlines with little accountability on those claims. Every year, we try to find that […]
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What We Saw At AWS re:Invent 2025
The goal of this year’s event was to position AWS as a newly transformed, AI-native cloud that’s ready right now. Here’s a closer look at the key announcements and developments.
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Are You Ready To Rethink How You Manage Tech Spend?
According to Forrester’s Priorities Survey, 2025, almost 30% of enterprises exceeded their IT budgets in 2024, indicating a strategic failure beyond mere budgeting issues. Find out how high-performance IT organizations are merging FinOps and IT finance to manage technology spend more effectively.
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Navigating The Geopolitical Cloud: ASEAN’s Diverse Approach To Digital Sovereignty
What we’re now observing in Southeast Asia is a more nuanced and strategically driven “diverse cloud” approach that directly addresses concerns around US foreign policy uncertainty and the imperative for localized data control.
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Google Cloud And Oracle Aggressively Discount To Keep US Federal Business
Both Google Cloud and Oracle announced massive price reductions in their contracts under pressure from the General Services Administration, which oversees federal procurement. Learn more about the specifics and the implications of this shift.
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AWS re:Inforce 2025 — Heavy On User Experience Enhancements, Light On The GenAI Hype
This year's AWS re:Inforce event included a big announcement and revealed other security-related enhancements. Read our top takeaways.
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The Future Of Healthcare Is In The Cloud
Cloud is transforming healthcare by enabling smarter, faster, and more secure care delivery — but challenges such as security, interoperability, and clinician burnout still demand bold innovation.
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AI Isn’t Cheap — Here’s How To Spend Smarter
While enterprise AI spending remains relatively modest today, the potential for overspending is significant. Most organizations are still experimenting, with only a few production-ready use cases. But that’s about to change.
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FinOps In Government: Why It’s A Different Ball Game
The rush to the cloud, particularly following the pandemic years, led to an alarming spike in cloud costs. Learn why FinOps has only recently been adopted at scale in the US government.
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FinOps X Recap — AI, Scopes, And FOCUS 1.2
The size of the event and firms in attendance at this year's FinOps X conference underscored that FinOps is not just a math exercise, but a business-critical process. Read the highlights in this review of the event.
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AI Cost As A First-Class Metric — Our Conversation With David Tepper, CEO And Cofounder Of Pay-i
As AI scales, cost management shifts from a technical detail to a strategic priority. Leaders must balance innovation, ROI, and volatility to drive sustainable value. Get insights from this interview with David Tepper, CEO and cofounder of Pay-i.
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Introducing Forrester’s IT Spend Management Framework
Learn how mastering three indispensable capabilities — visibility, control, and optimization — can help you and your team align expenditures with strategic imperatives, realize cost savings, and fuel the innovation needed to thrive.
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