TokenAtlas
Continuously monitoring 120+ models across 30+ providers

The AI FinOps control center.

TokenAtlas is the financial intelligence system that continuously optimizes your AI infrastructure cost and performance — monitoring spend, surfacing anomalies, and recommending smarter model decisions in real time.

Anomaly detected
Embeddings workload up 3.4× — drift since last deploy.
Optimization
Switch summarizer to Haiku → save ~$1,840 / mo with no quality drop.
Budget guardrail
Projected to stay within 92% of monthly AI budget.
Scenario simulation Live
Model

$2.5/M input · $10/M output

1,500
500
2,000
Per request
$0.0088
Daily
$17.50
Monthly
$525
Yearly
$6,388
12-month projection
Assuming 18% MoM growth
🚀 Featured on Product Hunt

Trusted by AI Builders

Built for AI startups, developers, and teams optimizing infrastructure costs.

AI Startup
Agent Platform
SaaS Team
AI Infrastructure
Enterprise AI
ML Platform
The FinOps layer for AI startups, agent platforms, and infra teams
OpenAI logoOpenAI
Anthropic logoAnthropic
Google Gemini
Mistral logoMistral
Groq logoGroq
DeepSeek logoDeepSeek
Meta logoMeta
Cohere logoCohere
Perplexity logoPerplexity
HuggingFace logoHuggingFace
OpenAI logoOpenAI
Anthropic logoAnthropic
Google Gemini
Mistral logoMistral
Groq logoGroq
DeepSeek logoDeepSeek
Meta logoMeta
Cohere logoCohere
Perplexity logoPerplexity
HuggingFace logoHuggingFace
The Intelligence OS

A continuous system, not a calculator.

TokenAtlas runs in the background of your AI stack — turning raw token spend into real-time decisions about models, workloads, and infrastructure efficiency.

Cost Monitoring Dashboard

Live view of AI spend across every provider, model, and workload — updated continuously, not on request.

Model Usage Optimization

An always-on engine that finds cheaper, faster, or smarter model swaps for the work you're already running.

What-If Scenario Simulation

Model the cost and performance impact of new agents, prompts, or traffic before you ship them.

Cost Anomaly Detection

Get alerted the moment a workload spikes, a prompt regresses, or a model change blows up your unit economics.

Benchmark Comparison System

Compare your spend, efficiency, and model mix against similar AI products and infrastructure profiles.

Weekly AI Financial Reports

Automated FinOps reports you can hand to your CFO, board, or co-founder — generated every week.

The FinOps loop

Monitor. Detect. Optimize. Repeat.

Every AI workload you run feeds the same continuous intelligence loop — so optimization is proactive, not reactive.

01
Monitor
Streamed spend, latency, and quality signals across every model and workload.
02
Detect
Anomaly detection catches cost spikes, prompt regressions, and silent overruns.
03
Recommend
The optimization engine proposes concrete swaps with projected savings.
04
Simulate & Ship
Run what-if scenarios, validate impact, and roll out with budget guardrails.
Founding Users Program

Become One of the First 100 TokenAtlas Users

Help shape the future of AI FinOps. Early users receive priority support, direct product feedback access, and lifetime founding-user benefits.

  • Priority support channel
  • Direct product feedback access
  • Lifetime founding-user benefits
  • Early access to new features
Customer Stories

What teams are saying.

Real teams cutting real AI bills with TokenAtlas.

"We cut our OpenAI bill by 38% in the first three weeks. TokenAtlas paid for itself before the first invoice even arrived."
Sarah Chen
Sarah Chen
VP Engineering
"I finally have one dashboard that answers 'where is our AI money going?' — without spending a sprint building it ourselves."
Marcus Wright
Marcus Wright
CTO
"The simulator caught a prompt regression that would have burned $14k before our next deploy. That single alert paid for two years."
Priya Raman
Priya Raman
Head of Platform
"Switched 60% of traffic from GPT-4o to a cheaper model with the same quality after seeing the comparison. Zero customer complaints."
Daniel Okafor
Daniel Okafor
Staff AI Engineer
"Finance and engineering finally speak the same language. Our monthly AI review went from a fight to a five-minute meeting."
Elena Vasquez
Elena Vasquez
Director of Finance
"Onboarded in 12 minutes. By the end of the day I had three concrete cost cuts waiting for review. Genuinely impressive product."
Tomás Pereira
Tomás Pereira
Founding Engineer
"We were flying blind across Anthropic, OpenAI and Mistral. TokenAtlas gave us a single source of truth in an afternoon."
Aiko Tanaka
Aiko Tanaka
ML Infrastructure Lead
"The what-if engine is the killer feature. I can defend budget decisions to the board with numbers I actually trust."
James Holloway
James Holloway
COO
"We cut our OpenAI bill by 38% in the first three weeks. TokenAtlas paid for itself before the first invoice even arrived."
Sarah Chen
Sarah Chen
VP Engineering
"I finally have one dashboard that answers 'where is our AI money going?' — without spending a sprint building it ourselves."
Marcus Wright
Marcus Wright
CTO
"The simulator caught a prompt regression that would have burned $14k before our next deploy. That single alert paid for two years."
Priya Raman
Priya Raman
Head of Platform
"Switched 60% of traffic from GPT-4o to a cheaper model with the same quality after seeing the comparison. Zero customer complaints."
Daniel Okafor
Daniel Okafor
Staff AI Engineer
"Finance and engineering finally speak the same language. Our monthly AI review went from a fight to a five-minute meeting."
Elena Vasquez
Elena Vasquez
Director of Finance
"Onboarded in 12 minutes. By the end of the day I had three concrete cost cuts waiting for review. Genuinely impressive product."
Tomás Pereira
Tomás Pereira
Founding Engineer
"We were flying blind across Anthropic, OpenAI and Mistral. TokenAtlas gave us a single source of truth in an afternoon."
Aiko Tanaka
Aiko Tanaka
ML Infrastructure Lead
"The what-if engine is the killer feature. I can defend budget decisions to the board with numbers I actually trust."
James Holloway
James Holloway
COO
Example Analysis

Example Optimization Insights

Illustrative scenarios — not real customer data. Connect your stack to see your own.

Example Analysis
Potential Monthly Savings
$480/month
Example Analysis
Estimated Cost Reduction
23%
Example Analysis
Model Optimization Opportunity
GPT-4→ Alternative Model
$0
AI spend under intelligence
0+
Models continuously tracked
0%
Avg. AI cost reduction
A new category

AI FinOps is the new infrastructure layer.

Every modern AI product runs on tokens — and every modern AI team is quietly discovering that token economics behave nothing like traditional cloud bills. A single retrieval pipeline, agent loop, or multimodal feature can 10× your inference spend in a week, and most teams only find out when the invoice lands.

TokenAtlas is built for that reality. It is an AI Financial Operations and Intelligence OS: a continuous system that watches every workload, benchmarks your efficiency against similar AI products, and turns raw cost data into specific, shippable decisions.

Think Stripe Dashboard for your AI revenue side, and Datadog for your AI infrastructure side — fused into one FinOps control center built for startups and AI builders.

Take control of your AI infrastructure economics.

Plug in once. Get continuous intelligence on spend, efficiency, and model decisions — forever.

Open the Control Center