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Token Optimization

Scan. Clean.
Save.

Everything runs on tokens now — and a third of your token bill is pure waste. Parsimo scans every model, finds the waste, and cleans it automatically. One click to a smaller AI bill.

47s to connect Every major LLM 24/7 autopilot
Monthly token bill
Ready to scan
$48,200
across OpenAI · Anthropic · Google−68% · $32,800 saved
Click  Optimize now  to scan your token spend for waste.
Up to 70%
Token Bill Cut
~30%
Of Tokens Wasted
140+
Optimization Dimensions
Every LLM
Provider Connected
<1 min
To Scan
Trusted by Industry Leaders
Fitch Ratings NYU Shaklee MMG Atos DevZero Sotatek Meow Mobile
~30%
of every token bill is waste
The world is moving onto tokens — every app, agent, and copilot runs on them. And like the cloud bill before it, a third of token spend goes to redundant context, repeated calls, and oversized models. It's the number you check first thing every morning, and it keeps climbing.
😫

Every morning starts with bill shock

You open the dashboard and the token bill jumped again overnight. No one knows exactly why — only that it's bigger.

🔍

Waste hides everywhere

Bloated context, uncached repeats, runaway agents, the wrong model for the job. No human can track it across every provider in real time.

📊

Dashboards show. They don't clean.

Traditional cost tools draw you charts. You still need engineers to interpret, decide, and act. That bottleneck never scales with your token spend.

How It Works

Like a cleanup tool — for your AI spend.

Think of Parsimo as antivirus for your token bill. It runs in the background, and when you want, you press one button. Scan. Clean. Save.

🔍

Scan

Agents sweep every model and provider, profiling spend across 140+ dimensions to surface exactly where tokens leak.

🧹

Clean

One click — or fully autonomous. Parsimo trims context, routes to cheaper models, caches repeats, and caps runaway agents.

💰

Save

The bill drops, instantly and continuously. Wake up to a smaller number — and the receipts to prove it.

The Platform

Four ways Parsimo cuts the waste.

Autonomous agents that don't just find waste — they eliminate it, across every model you run.

📝

Context & Prompt Trimming

Cut the tokens you never needed to send in the first place.

  • Redundant context elimination
  • Prompt compression & dedup
  • Payload right-sizing
  • Per-call token budgeting
🔀

Smart Model Routing

Route every call to the cheapest model that still clears the bar.

  • Quality-aware cost routing
  • Cross-provider arbitrage
  • Fallback & tiered escalation
  • Latency vs. cost balancing

Caching & Batching

Stop paying twice for the same answer.

  • Semantic & prompt caching
  • Request batching & pooling
  • Repeat-call detection
  • Reuse across workflows
🛡

Agent & GPU Guardrails

Cap runaway agents and reclaim idle accelerators.

  • Runaway-loop & anomaly detection
  • GPU utilization & idle reclaim
  • Inference right-sizing
  • Spend limits & auto-remediation
Who It's For

Built for everyone burning tokens.

From software teams shipping AI features to the labs building the next generation of physical-world models.

AI-Native Companies

Teams shipping on tokens

Every product team now runs on LLM calls. Parsimo keeps the bill in check as you scale — without slowing the roadmap.

Cut LLM & inference spend up to 70%
Every major provider, one control plane
No code changes, no quality drop
See a 3-day case study →
New · Physical-AI Data Stack

World-model & data builders

Physical-AI labs and training-data providers are GPU- and storage-bound at PB scale. Parsimo's agents turn that cost center into margin.

GPU utilization lift from 40% to 90%
Hot/cold data tiering, automatic
Cross-cloud / neocloud / on-prem
Explore the Physical-AI solution →
Get Running

From connect to clean in minutes.

One connection. Read-only to start. Parsimo's agents begin scanning and saving immediately.

1

Connect

Link your LLM providers and cloud in one step. Read-only access, zero risk.

< 1 minute
2

Scan

Agents profile every model across 140+ dimensions and surface exactly where tokens leak.

minutes
3

Clean

One click, or full autopilot. Parsimo cleans the waste and keeps the bill down 24/7.

continuous
Why Parsimo

Not another dashboard. A one-click cleanup.

Token cost tools draw you charts. Parsimo's agents actually clean the waste out of the bill.

Capability
Token Dashboards
Parsimo
Setup time
Weeks of integration
Under 1 minute
What it does
Shows you the bill
Cleans the bill — one click
Optimization
Manual recommendations
Autonomous agentic execution
Coverage
One provider, billing only
Every LLM + cloud + GPU
Levers
Tagging & alerts
Routing, caching, trimming, guardrails
Runs
When you check it
24/7, while you sleep
What Leaders Say

Trusted by Decision Makers

Parsimo doesn't just show you where you're overspending — it actually does something about it. That's the difference between a dashboard and a platform.
Damon Fletcher
Damon Fletcher
Strategic Advisor — Former CFO at Tableau & DataRobot
Parsimo brings real control over our AI environment. It cuts through the noise and shows where money is wasted, where performance lags, and what actions will fix it — without adding complexity.
Adam Kuta
Adam Kuta
Strategic Advisor — CIO at Bob's Discount Furniture & Westcon, Former SVP at Coach
Get Started

Wake up to a smaller bill.

Connect in under a minute. Parsimo scans, cleans, and saves from day one — no commitment, no credit card.