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How to Measure AI ROI When You Can't See Where the Tokens Went
Only 15% of enterprises can calculate AI ROI without friction. The real bottleneck isn't proving value, it's attributing token and compute costs to the outcomes they produce.
Don't Lose Your GPUs During Maintenance: Use Capacity Reservations
Stopping a GPU instance for maintenance can mean losing it to the shared capacity pool. Here's how On-Demand Capacity Reservations keep your EC2 GPUs available when you need them back.
FinOps for AI: Why Tagging Breaks Down (and What Comes Next)
FinOps for AI extends cloud cost discipline to AI workloads, but tags can't reach shared GPUs, LLM gateways, or agentic spend.
DoiT Launches Attribute™: AI Tokenomics Without Tags, SDKs, or Code Changes
DoiT launches Attribute™, a kernel-level eBPF sensor that attributes AI token, GPU, and model API spend to specific customers, features, and agents in 15 minutes—no SDKs or tagging required.
Why We’re Launching Attribute™
AI infrastructure breaks the tagging and instrumentation models that cloud FinOps relied on. Attribute™ takes a kernel-level, eBPF-based approach to map every token and GPU cycle to the customer, team, or feature responsible.
Underutilised Reservations Are Silent Cost Leaks
Idle AWS Reservations silently drain budgets across EC2, RDS, ElastiCache, and more. See how a no-code CloudFlow template surfaces underused commitments before waste compounds.
AI cost attribution: why tagging can't answer the CFO's question
AI spend has no native unit for tags to attach to. Here's why FinOps teams need traffic-level attribution to answer per-customer and per-feature cost questions.
Know Before You Provision: GCP Spot VM Availability Signals
GCP's new real-time availability signals for Spot VMs reveal obtainability scores and estimated uptime before you provision — ending the guesswork around zone selection and preemption risk.
The 6 FinOps Principles Explained (and How to Apply Them)
Most teams can recite the six FinOps principles but struggle to operationalize them. Here's what each principle means in practice and how to turn them into measurable outcomes.
Cloud Cost Optimization Metrics That Actually Matter
Learn which cloud cost optimization metrics FinOps teams should track, organized by maturity stage, with a four-category framework and common pitfalls to avoid.
BigQuery Cost Optimization: How to Cut Spend Without Hurting Performance
BigQuery's pricing model changed in 2023, making most older cost guides obsolete. Here's how Editions, autoscaling slots, and modern tactics reshape optimization in 2026.