AI Cost Management

Agentic AI is consuming 12x more tokens than standard models—and enterprises are burning through annual budgets in months. Here's what leaders must know now.

Enterprises spent $2.59T on AI in 2026. One company burned $500M in 30 days. With 95% of pilots failing, the governance gap is now a board-level crisis.

Cisco's CFO reveals how to deploy AI agents to 90,000 workers without burning budget — efficiency-first model routing is the key. Enterprise playbook inside.

Claude Enterprise now gives finance and IT teams real-time AI spend visibility, model-level controls, and spend alerts to stop budget surprises.

Tesla caps AI at $200/week. Uber blew its annual budget in 4 months. Here's the enterprise playbook for governing AI spend before your CFO intervenes.

Uber burned its annual AI budget in 4 months. Gartner says token costs will rival engineer salaries by 2028. The CFO playbook to regain control.

KPMG: Multi-agent AI deployments doubled to 18%, yet only 26% of enterprises have real-time cost visibility. Here's the FinOps gap killing your ROI.

One enterprise racked up a $500M AI bill in 30 days with no spend controls. Here's the governance framework CFOs and CIOs need before it happens to you.

OpenAI shipped enterprise spend controls for ChatGPT in June 2026. Here is the GPT spend management software stack, governance architecture, and CFO playbook for 2026.

AI interaction costs surged from $0.04 to $1.20 as agentic workflows explode. Microsoft just ended flat-rate pricing. Here's how finance and tech leaders must respond.

CloudZero reveals 97.5% of AI costs are invisible in budgets. CFOs budget 30-36% of cloud for AI but line items show 2.5%—here's the tracking gap.

Uber exhausted its entire 2026 AI budget by April—5,000 engineers, $500-$2K/month each, 70% AI-generated code. Token billing breaks traditional budgeting models.

New CEO survey: 56% of enterprise AI projects deliver negative ROI. The 3 things CIOs miss about AI investment that separate winners from costly failures.

Enterprise AI budgets jumped from $1.2M to $7M while per-token prices dropped 98%. Why agentic tools drive 18.6x higher consumption and what CFOs must do now.

Companies are blowing through AI budgets by May. Google's infrastructure play could save enterprises $1B+ annually — if you're willing to switch models.

Anthropic overtook OpenAI in enterprise AI adoption despite Claude costing $4,811 vs ChatGPT's $3,357 for identical workloads. What CFOs and CTOs need to know.

Google Antigravity 2.0 ships at I/O 2026. Gemini 3.5 Flash hits $1.50/M tokens — half of Claude, a third of GPT-5.5. The new enterprise coding-agent math.

98% of FinOps teams now manage AI spend—up from 31% in 2024. But 73% of AI projects still blow budget. The maturity model CFOs need now.

Uber blew its 2026 AI budget in 4 months. Engineers cost $500-2K/month. Token billing exposes a cost crisis CFOs aren't prepared for.

Enterprise AI token usage exploded 13x in 2026 while finance teams lack visibility into spend. For CFOs: cost attribution frameworks, budget forecasting models, and vendor pricing strategies to manage AI infrastructure costs.

Analysis of Nutanix AI Gateway. For enterprise leaders: strategic implications, cost considerations, and implementation guidance for AI decision-makers.