AI-native FinOps Solutions by MetaFinOps

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Insights on AI cost optimization, DevOps guardrails, sustainability, and the evolving FinOps landscape.

DevOps

Shift-Left FinOps: How PR Cost Annotations Change Engineering Culture

When engineers see cost impact before code merges, spending behavior changes overnight. We share the data from 3 enterprise rollouts that saw 40% cost reduction in 90 days.

January 20, 2025 · 6 min read
GreenOps

Carbon-Aware Scheduling: Save Money and the Planet Simultaneously

Grid carbon intensity varies 5x across cloud regions. By shifting batch workloads to low-carbon windows, enterprises reduce both their CO₂e footprint and their compute bill.

January 14, 2025 · 7 min read
AI/GPU FinOps

Token Cost Modeling: Beyond Simple API Call Tracking

Tracking API costs at the call level misses the full picture. True token cost modeling maps prompt tokens, completion tokens, embedding calls, and fine-tuning epochs to business outcomes.

January 7, 2025 · 5 min read
Industry

Why FinOps Needs to Evolve: From Cost Dashboards to Engineering Guardrails

The FinOps Foundation's framework was designed for a pre-AI world. As GPU spend becomes the fastest-growing line item, the discipline needs a fundamental rethink.

December 28, 2024 · 9 min read

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