AI & LLM Cost Management
See every token. Optimize every model.
End-to-end AI and LLM cost visibility across providers, models, teams and use cases—connecting model economics to budgets, governance, quality and business value.
See it in actionAI & LLM Capabilities
Measure AI and LLM economics across models, tokens, prompts, users, applications, workloads, GPU resources, and business ownership.
Token-level Visibility
Track input, output and cached tokens with cost and performance context.
LLM Cost Analytics
Analyze model, prompt, user, application, project and business-unit cost.
AI Cost Intelligence
Detect cost drivers, anomalies and waste with AI-powered analysis.
Optimization Engine
Right-size models, reduce tokens, optimize prompts and route workloads intelligently.
Policy & Governance
Budgets, thresholds, guardrails and approval workflows for responsible AI spend.
Chargeback & Showback
Allocate AI costs to teams, projects, products and business units.
Turn Cost Visibility into Measurable Value
Lower AI unit cost, improve model and prompt efficiency, strengthen cost accountability, govern consumption, and scale AI investment with better economics.
OPTIX for AI & LLM
Focus on the AI cost drivers that matter most—from model economics and prompt efficiency to GPU usage, governance, allocation, and sustainability.
How OPTIX Works for AI & LLM
Collect AI usage and telemetry, normalize model and token economics, enrich with enterprise context, recommend optimizations, apply approved actions, and measure value.
- 01
Ingest
Collect cost, usage and telemetry from AI / LLM sources.
- 02
Unify & Enrich
Normalize model and token economics using VantageX context.
- 03
Analyze
Analyze usage, cost patterns and inefficiencies.
- 04
Recommend
Generate optimization and model-selection recommendations.
- 05
Act & Automate
Apply approved policies and optimization workflows.
- 06
Measure & Improve
Track savings, business value, quality and unit economics.
Connect to the Enterprise Ecosystem
Connect model providers, AI platforms, telemetry sources, data platforms, and enterprise context to create end-to-end AI cost intelligence.
Optimize AI and LLM spend with confidence.
Use OPTIX for AI to track model, token, prompt, and inference cost so teams can innovate without overspending.
Let’s build a more
intelligent enterprise.
Bring your ambition. We’ll bring the technology,
the context, and the people to make it happen.