AI Agents and LLMs

Power AI Agents and LLMs with precision control

Track, allocate, and optimize AI model usage at the token level. Amberflo gives you complete cost transparency and control across GPT, LLaMA, Claude, and custom models.
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AI Model Complexity in the Enterprise

The Rise of AI Agents Comes with Rising Costs

Enterprises are rapidly adopting AI agents powered by LLMs across cloud, on-prem, and third-party APIs. While these models drive innovation, 
they also introduce unpredictable costs, unclear ownership, and opaque usage patterns that traditional FinOps tools can’t address.
Challenges We Help Solve
Opaque billing from 
third-party model APIs like OpenAI and Anthropic
Token-based usage makes cost predictability difficult
No easy way to attribute spend back to teams or products
Amberflo Solutions

Bring real-time visibility and governance to your
AI workloads

Token-Level Metering

Gain deep visibility into every API call, prompt, and token consumed across models like GPT, LLaMA, and Claude. Amberflo captures usage at the most granular level, so you can monitor, allocate, and optimize AI spend with 
unmatched precision.
“Amberflo helped us bring visibility into our AI usage 
and saved over 30% in our LLM spend.”

Jonathan Nolan

SVP Engineering & Product

Custom Cost Modeling

Apply your own internal rate cards to model usage 
for better cost management.

Agent Attribution

Assign LLM/API usage to departments or teams to 
enforce accountability.

Usage Anomaly Detection

Get alerted on AI usage spikes and unexpected cost events.

Forecasting & Guardrails

Model future costs based on usage trends and 
set thresholds for AI spend.

Token-Level Metering

Gain deep visibility into every API call, prompt, and token consumed across models like GPT, LLaMA, and Claude. Amberflo captures usage at the most granular level, so you can monitor, allocate, and optimize AI spend with unmatched precision.
“Amberflo helped us bring visibility into our AI usage 
and saved over 30% in our LLM spend.”

Jonathan Nolan

SVP Engineering & Product

Custom Cost Modeling

Apply your own internal pricing logic to model and API usage. Whether it's vendor rates, departmental markups, or blended costs, Amberflo lets you define what AI should cost for your business, not just what the invoice says.

Agent Attribution

Track exactly which teams, applications, or business units are using AI agents. Amberflo maps usage back to internal owners, bringing accountability, transparency, and control to every prompt and API call.

Usage Anomaly Detection

Detect unexpected spikes, outliers, or unusual AI activity in real-time. Amberflo alerts you to anomalies before they become costly surprises—so you can act fast, stay in control, and protect your AI budget.

Forecasting & Guardrails

Predict future AI spend based on real-time usage trends, and set intelligent thresholds to stay ahead of budget risks. Amberflo helps you plan with confidence and scale responsibly.
Why Amberflo

The only FinOps stack designed for modern 
AI infrastructure

Designed for token-based pricing models
Supports multi-model, multi-cloud AI environments
Integrates with AI Factory, cloud billing, & chargeback systems

Ready to bring discipline
to your AI infra?

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