Veo 3 pricing in 2026: every tier, API rate, and what AI video actually costs
With the Sora API shut down, Google Veo is where most AI video budgets are heading. Here's what every Veo 3.1 tier and Google AI plan costs, why real spend runs well above the rate card, and how to measure video cost per unit of value.
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.
We stopped asking an LLM how much its own work would cost
How CloudZero's model-routing agent stopped asking an LLM to guess a token budget and switched to six bounded signals plus a deterministic formula: why averaging capped accuracy, why some signals dilute the ensemble, and where the v1.0.0 formula still needs calibration.
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.
ElevenLabs pricing in 2026: plans, credits, and agent costs
A finance guide to ElevenLabs pricing in 2026: the six subscription tiers, how credits translate into minutes, what the API and voice agents actually cost per unit, and the three meters, ElevenLabs, LLM, and telephony, behind every voice-agent call.
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.
CoreWeave pricing in 2026: every GPU rate and what a node really costs
CoreWeave sells GPUs by the node, not the chip: $49.24/hr for an 8x H100 ($6.16 per GPU), up to $68.80 for a B200. Here's every published rate, what a real deployment costs per month, and why utilization moves the number more than the sticker.
AI cost calculator: estimate your total spend
Three people give you three different AI bills, and none is the real number. Here's the four-lane worksheet — seats, API tokens, cloud AI services, and GPU — plus three correction factors and 2026 benchmarks to size your total AI spend.