See AI Spend Clearly. Govern What Comes Next.
Finomics TokenOps is the unified platform for AI cost management, model visibility, and Tokenomics.
| Model | Provider | Tokens | Spend | Budget |
|---|---|---|---|---|
| GPT-4o | OpenAI | 620M | $48.2K | On Track |
| Claude 3.5 | Anthropic | 410M | $32.7K | On Track |
| Gemini 1.5 | 540M | $21.4K | On Track | |
| Llama 3.1 | Self-hosted | 780M | $12.9K | On Track |
Visibility and Control Across Every AI Investment.
One platform to govern every layer of your enterprise AI ecosystem.
AI Model Visibility
Real-time cost tracking across every AI model your organization uses — OpenAI, Anthropic, Gemini, Azure OpenAI, and more. Know exactly what each model costs, per team and per project.
Token Analytics
Break down AI spend by input tokens, output tokens, and model requests. Understand token cost trends and identify which workloads are driving token consumption.
Team & Project Cost Analytics
Attribute AI costs to the teams, projects, and applications that generate them. Build the organizational accountability needed for sustainable AI adoption.
Enterprise AI Governance
Enforce AI spend policies, enable department-level chargeback, track budgets, and maintain audit-ready AI cost allocation across your entire enterprise.
Chargeback & Invoicing
Automate internal invoicing with per-department, per-project AI cost breakdowns. Generate audit-ready chargeback reports and showback summaries that finance teams can act on immediately.
Why AI Financial Governance Is the Defining Enterprise Challenge of 2026
Uncontrolled AI Spend
AI costs accumulate across teams, models, and providers with no centralized visibility — until the bill arrives. By then, the damage is already done.
Token Cost Explosion
Token-based pricing from LLM APIs makes costs unpredictable. A single spike in model usage can blow a quarterly AI budget without any warning.
Lack of Team Ownership
Without attribution, AI spend becomes a shared cost with no owner. Teams have no incentive to optimize what they cannot see and are not accountable for.
Difficulty Allocating AI Costs
Finance teams struggle to allocate AI expenses across business units, making chargeback, showback, and departmental reporting nearly impossible.
Integrations
One Platform. Complete AI Financial Visibility.
Native connectors across frontier model providers, AI cloud platforms, and copilot licenses — unified in a single Token Economics-native view.
AI Workload Visibility
Track Every AI Cost Across Teams, Projects, and Applications
Finomics attributes AI spend to the teams, projects, applications, cloud accounts, and AI models that generate it — giving your organization the ownership and accountability it needs to control costs at scale.
- Teams & Project Cost Attribution
- Application-Level AI Spend Tracking
- Cloud Account Cost Visibility
- AI Model Cost Breakdown
AI Governance
Enterprise AI Spend Governance Built for Cost Accountability
Break down AI spend by department and team. Establish clear cost ownership, enable chargeback to the right cost centers, and organize AI expenses with label-based allocation — so every dollar is accounted for.
- Department-Level AI Cost Visibility
- Team Ownership & Accountability
- Chargeback & Showback Readiness
- Label-Based Cost Organization
Chargeback & Invoicing
Automate AI Cost Chargeback and Invoicing
Transform raw AI consumption data into actionable chargeback and invoicing outputs. Finomics automatically generates per-department, per-project cost breakdowns and audit-ready reports — so finance teams can close the books on AI spend without manual reconciliation.
- Automated Department-Level Invoicing
- Per-Project AI Cost Breakdowns
- Audit-Ready Chargeback Reports
- Showback Summaries for Stakeholders
Optimization
Optimize AI Investments with Intelligent Model Recommendations
Finomics evaluates your current model usage, token consumption, and per-model costs — then recommends better model combinations and hybrid deployment strategies to reduce AI spend without sacrificing performance.
- Current Model Usage Analysis
- Token Consumption Evaluation
- Alternative Model Recommendations
- Hybrid Deployment Cost Strategies
Token Intelligence
Full Visibility into Token Consumption and Cost
Finomics continuously tracks every token your organization consumes — input, output, and total — alongside cost trends and model request volumes. Understand token-based AI pricing with the granularity your finance and engineering teams need.
- Total, Input & Output Token Tracking
- Token Cost Trend Analysis
- Model Request Volume Monitoring
- Token-Based Pricing Visibility
AI Model Analytics
Business Visibility Into Every AI Application and Model
Finomics provides a complete view of how AI spend is distributed across your applications and models. Understand which applications are driving the most AI cost, how models contribute to total spend, and who owns each workload.
- Cost by Application & AI Model
- Model Contribution Analysis
- Application Ownership Mapping
- AI Spend Distribution Insights
Competitive Analysis
Most AI Cost Tools Solve Individual Problems. Finomics Optimizes the Entire AI Financial Lifecycle.
| Capabilities | Finomics | Cloud Cost Tools | AI Monitoring | LLM Analytics | Observability Platforms | Basic Dashboards |
|---|---|---|---|---|---|---|
| Unified AI Cost Visibility | ||||||
| Multi-Cloud AI Support | ||||||
| AI Cost Allocation | ||||||
| Chargeback Ready | ||||||
| Token Intelligence | ||||||
| Model Analytics | ||||||
| Team Economics | ||||||
| Project Analytics | ||||||
| Application Analytics | ||||||
| AI Recommendations | ||||||
| AI Anomaly Detection | ||||||
| Multi-Model Visibility | ||||||
| AI Budget Tracking |
Market Comparison
AI Financial Management Capabilities
| Feature | Finomics | Cloud Native Tools | AI Model Providers | Observability Platforms | FinOps Tools |
|---|---|---|---|---|---|
| AI Model Visibility | |||||
| Token Tracking | |||||
| Team Analytics | |||||
| Project Analytics | |||||
| Application Analytics | |||||
| Model Recommendations | |||||
| AI Cost Allocation | |||||
| Chargeback Ready | |||||
| AI Budget Tracking | |||||
| AI Anomaly Detection |
FAQ
Frequently Asked Questions
Have more questions? See how Finomics brings visibility and control to your enterprise AI spend.
Request DemoTake Control of Your Enterprise AI Costs.
Reduce AI spend, improve model visibility, optimize usage across every team and application, and govern enterprise AI costs with confidence.