The State Of AI Costs In 2025
AI cost allocation: how to attribute AI spend by team, product, and customer
AI spend arrives untagged, spans vendors, and pools in shared infrastructure. AI cost allocation attributes every dollar to the team, product, or customer that generated it — here are the four methods that work and how to handle the shared and untagged parts.
FY2027 AI budgets: how 250+ finance leaders plan
What CFOs and finance leaders told us about funding, defending, and measuring AI spend. New findings from CloudZero's State of AI ROI report.
Cost per AI outcome: tying AI spend to results
AI vendors already price the outcome — Fin at $0.99 a resolution, Zendesk per automated fix. Cost per AI outcome is the number that lets buyers price their own, compare vendor rate cards honestly, and settle build-versus-buy with arithmetic instead of vibes.
Build vs. buy: should you build your own AI cost management tooling?
Building your own AI cost tooling is a multi-quarter platform project with a permanent maintenance tail. Here is the four-question framework, a full TCO model in engineer-years, and the honest case for when building actually wins.
Kling AI pricing in 2026: plans, credit costs, API packages, and the spend no invoice shows
A finance guide to Kling AI pricing in 2026: the subscription tiers and why they're hard to pin down, how per-second credits actually work, what the separate API packages cost, how Kling compares with Veo and Runway, and how to track spend that never hits a cloud bill.
150+ AI statistics for 2026: spend, cost, and AI ROI
150+ AI statistics for 2026 on what companies spend, what AI costs to run, and the ROI they're actually getting, with a takeaway for finance leaders in every section.
Best LLM gateways in 2026: 30+ AI gateways compared on cost control
An LLM gateway is the one chokepoint every AI call crosses, and the cheapest place to meter AI spend. This guide compares 30+ gateways on the axis others skip: which ones actually let you see, allocate, and control what AI costs you.
Indirect costs in 2026: AI spend is the new overhead (and how to allocate it)
Are hidden costs killing or distorting your SaaS margins? Here’s how to find (and eliminate) the indirect SaaS costs destroying your bottom line.
LLM token cost: pricing per token explained
LLM token cost is the per-token price a provider charges to read or write text, quoted per million tokens with output priced ~5x input: the unit every AI invoice is denominated in, and a poor unit for deciding anything.