TokenAtlas
For AI startups, agent platforms, and LLM-powered SaaS teams

See your AI costs before you ship.

Forecast the monthly bill of a new prompt, agent, or model swap in seconds — then keep monitoring it once it's live. Built for teams shipping with OpenAI, Anthropic, Gemini, and other major providers.

No credit card · Get your first savings recommendation in 60 seconds
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
Smart Model Recommendation
Pick your workload — we'll suggest the best model.
Your current
GPT-4o
OpenAI
$525/mo
Recommended
Mistral Large
Mistral
$360/mo

Why: Reliable summarization at a meaningfully lower price per token.

Save $165/mo(-31.4%)
Pricing coverage

We track pricing across every major LLM provider

Logos below represent the providers whose pricing TokenAtlas monitors and compares — not customers or endorsements.

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
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
11
Models in our pricing database
6
Providers tracked
12
Months of forecast horizon

Coverage figures derived from our live pricing database. No aggregate customer spend or savings numbers are shown — the founding-users program is still open.

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