EZFER
  • AI Audit Finance & ROI Control Consulting

    Your company is already paying for AI.
    Do you know what it's really costing you
    and what it's returning?

    EZFER.AI helps CFOs turn AI investments into measurable financial value. We audit AI usage and spend across ChatGPT, Claude, Microsoft Copilot, Gemini, GitHub Copilot, Cursor and internal AI agents, so Finance can see cost and ROI by user, team and department, across the entire organization.

    Get Your AI Spend Audit

  • AI Audit Finance & ROI Control Consulting

    Helping CFOs turn AI investments
    into measurable financial value

    We audit AI usage and spend across ChatGPT, Claude, Microsoft Copilot, Gemini, Grok/XAI, Cursor and internal AI agents so Finance can see cost and ROI by user, team, department, and across the entire organization.

    Start your AI Audit Today

  • AI Audit Finance & ROI Control Consulting

    The AI Spend &
    Token Consumption Audit

    In 30 days, we give CFOs full visibility into AI spend, who is using it, where costs are rising, which licenses are wasted, and how to build a realistic 12-month AI budget.

    Start your AI Audit Today

  • AI Audit Finance & ROI Control Consulting

    You Receive a Clear AI Spend Control Report,
    Built From Data Your Platforms Already Provide

    We help the CFO understand exactly how much the company is spending on AI, who is consuming it, which platforms create the most budget pressure, which licenses are wasted or overspent and how to build realistic budget scenarios.

    Start your AI Audit Today

The Problem

AI spend is the new cloud cost problem

Most companies are adopting AI faster than Finance can measure it. AI cost is a variable expense, hard to predict, spread across employees, tools, agents and departments. Most CFOs can see the invoice, but not the consumption drivers behind it. A decade ago, uncontrolled cloud spend gave birth to Cloud FinOps. Today, AI FinOps is being born.

Up to 1,000x

Agentic AI tasks can consume up to 1,000x more tokens than a simple chat task, and cost can vary up to 30x for the same task. Your AI budget is exposed to extreme variance.

The Uber lesson

Uber reportedly burned through its entire 2026 employee AI-tools budget in Q1. Without usage-based forecasting and controls, AI budgets fail fast.

The Ford lesson

In June 2026, Ford rehired ~300 veteran engineers after AI couldn't replace their institutional knowledge. Before replacing employees with AI, calculate the cost of losing what only they know.

Before approving another AI initiative, can Finance prove its real cost & ROI?

Our Solution

The AI Spend & Token Consumption Audit

In 30 days, we help the CFO understand exactly how much the company is spending on AI, who is consuming it, which platforms create the most budget pressure, which licenses are wasted or overspent, and how to build a realistic 12 month AI budget with scenarios.

Visibility

One standardized AI Spend Ledger across every vendor: spend and usage by user, team, department, cost center, workflow, agent, model and time period.

Control

Budgets, limits, alerts, showback and chargeback, financial governance aligned with FinOps Foundation practices for AI cost management.

ROI

Tokens are not value. We connect AI spend to business outcomes with an ROI proxy by area, so you know what to scale, what to fix and what to cut.

Platforms we Audit
ChatGPT
Claude
Copilot
Gemini
Grok
Cursor

and many more, including internal AI APIs

We never access employee conversations or confidential prompts.

We only work with usage, cost and billing metadata your platforms already provide.

How it Works

An Innovative Finance Methodology

1

AI Tool Inventory

Every AI tool you pay for, mapped: including shadow AI and ungoverned API keys.

2

Data Extraction

We use what already exists: dashboards, exports, cost APIs, invoices. No permanent access. No employee conversations.

3

The AI Spend Ledger

Credits, tokens, prompts and licenses, standardized into one financial ledger the CFO can read.

4

Data Confidence Grading

Every number scored from Level A (token-level precision) to Level E (shadow AI estimate).

5

Financial Reconciliation

Reported usage vs. invoices vs. budget vs. cost centers. AI spend becomes accountable.

6

Custom Financial Analysis

Tailored to your AI stack: vendor consolidation, ROI by role, build-vs-buy, automation business cases.

7

Forecast & Governance

12-month spend forecast in four scenarios, plus the budgets, limits and alerts to control it.

Deliverables

A clear AI Spend Control Report,
built from data your platforms already provide

  • AI Tool & Vendor Inventory: Every tool, plan, user, cost and owner
  • AI Spend Dashboard: By platform, user, team, department, cost center, model and date
  • AI Token & Credit Consumption Report: Wherever token-level data exists
  • 12-Month AI Spend Forecast: Financial model with four scenarios
  • AI Spend Governance Policy: Limits, approvals, alerts and reviews
  • CFO Executive Report: Findings, savings and a 90-day action plan
  • AI Spend Ledger: Standardized usage and cost database across all AI platforms
  • AI License Utilization Report: Active users vs. paid licenses (instant savings)
  • AI Cost Allocation Model: Spend mapped to areas and cost centers
  • AI Budget Recommendations: By tool and by department
  • Custom AI Stack Analysis: Tailored savings analysis across your AI stack
Metrics we put in front of the CEO

Total AI Spend · Spend by Vendor / Department / User / Tool / Agent · Cost per Active User · Cost per 1M Tokens · Input/Output Token Mix · Active vs. Assigned Licenses · Idle Licenses · Top 10 Users & Teams · Burn Rate · Budget Variance

Technology - EZFER.AI Platform

The audit you're buying today
is the platform we're building

Every manual audit we deliver is training the next step: Ezfer.AI, the AI FinOps console for CFOs. Connect your entire enterprise AI stack in minutes and see everything our consultants do today, continuously, in one dashboard.

1. Connect your stack in minutes

ChatGPT Enterprise, Claude, Microsoft Copilot, Gemini, Grok/xAI, Cursor and more, read-only, admin-scoped API access. We never hold your credentials, and we never touch employee conversations.

2. Your AI Spend Ledger, always current

Credits, tokens, prompts and licenses standardized automatically into one financial view, refreshed daily, with a confidence grade on every number.

3. Ask your numbers anything

A built-in financial copilot trained on our audit methodology. “Which teams drove last month's spend increase?”, CFO-grade answers, not raw data.

4. ROI that follows YOUR logic

Train your Ezfer.AI account on your own business logic — how you value time saved, measure output, and account for roles replaced by AI.

Founding Client benefit: 50% off your first year when Ezfer.AI launches

Start with the Audit Today

Audit Pricing

One flat-fee audit. Everything included. 30 days.

Founding Client benefit: 50% off your first year of Ezfer.AI when our platform launches.

Week 1

Discovery

CFO & stakeholder interviews: how the AI stack is managed, how ROI is measured today, for AI-tool users and for roles replaced by AI.

Week 1-2

Data Collection

Usage, cost and invoices from every platform, direct access or guided video sessions. Metadata only.

Week 2-3

Analysis

Standardization into the AI Spend Ledger, confidence grading (A-E), reconciliation, ROI by role and tool.

Week 4

Delivery

12-month forecast in four scenarios, governance plan, and the CFO Executive Report, presented live.

Everything included: Tool & vendor inventory (incl. shadow AI) · AI Spend Ledger · License utilization report · ROI analysis by role and tool · Workforce substitution review · 12-month forecast · Governance policy · Custom financial analysis · CFO Executive Report & live presentation

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