Open AI
LLM Cost Management & Token Observability and Optimization
OpenAI API usage from GPT-4o to o1 and o3 generates token-level costs that accumulate rapidly across teams, products, and applications. Without granular visibility and governance, organizations lose control of AI spend before it shows up in a billing statement. Aquila Clouds Andromeda™ enables enterprises to monitor, allocate, forecast, and govern OpenAI usage costs with the same rigor applied to cloud infrastructure.
Control OpenAI Costs Across Every Model and Team
- Full token-level visibility across all OpenAI models and teams
- Accurate cost allocation and chargeback to business units, and corresponding ROI analysis
- Proactive budget governance before overages occur
- Reduced wasted spend from unmonitored API usage
- Improved forecasting accuracy for AI investment planning
- Executive-ready OpenAI spend reporting and ROI intelligence through Agent Sherlock
What Enterprises Achieve with OpenAI Cost Visibility
- Per-model cost breakdown: GPT-4o, GPT-4 Turbo, o1, o3, DALL-E, Whisper, Embeddings
- Token-level usage tracking by user, team, application, and environment
- Cost allocation and chargeback across departments and cost centers
- Budget thresholds and overage alerts per model and team
- Forecasting of OpenAI spend based on usage growth trends
- Anomaly detection for token usage spikes and unexpected API calls
- Agent Sherlock conversational queries for real-time OpenAI cost intelligence
- ROI analysis of token-based projects for managers
Expected Outcomes
Full token-level visibility
Organizations using OpenAI at scale often lack the granularity to understand which models, teams, or applications are driving the most cost. Andromeda ingests OpenAI usage data and maps every token to a team, product, or environment - giving FinOps and engineering leaders a complete, real-time picture of AI spend.
Accurate cost allocation
Token usage without allocation is unaccountable spend. Andromeda enables organizations to tag and allocate OpenAI API costs to the correct business unit, product line, or project - supporting chargeback, showback, and FinOps maturity for AI-powered products.
Proactive budget governance
Teams can set user-level, model-level and team-level budget thresholds that trigger automated alerts before overspend occurs. No more end-of-month billing surprises. Finance and engineering teams stay aligned on OpenAI spend in real time.
OpenAI costs scale with usage.
Your governance should too.
Your governance should too.
As your teams build more products on OpenAI APIs, the financial complexity grows exponentially. Andromeda gives you the observability, allocation, and governance layer your OpenAI deployment needs to scale responsibly.