LLM token optimization
Tokoscope audits, compresses, and monitors your LLM token usage so you ship leaner prompts and smaller bills.
40–70%
of tokens in average prompts are waste
$0.003
per 1K tokens adds up fast at scale
3x
typical reduction after prompt compression
What it does
Full visibility between
your app and the API.
Drop in one SDK line. Tokoscope sits in the middle, tracks every call, and shows you exactly where money is leaking.
🔭
Prompt inspector
Scans your system prompts and inputs for bloat — repeated instructions, redundant context, unnecessary preamble — and scores each one.
⚡
Smart caching
Detects semantically similar requests and serves cached responses. Near-identical prompts stop hitting the API twice.
✂️
Auto-compression
Rewrites verbose prompts to their minimum effective form without changing intent. Ships leaner, costs less, still works.
📊
Cost attribution
Break down spend by feature, endpoint, user, or team. Know which part of your product is burning the most — and why.
🚨
Budget alerts
Set spend thresholds per workspace or per key. Get notified before costs spike, not after the invoice lands.
🔌
Any LLM, one SDK
Works with OpenAI, Anthropic, Gemini, Mistral, and any OpenAI-compatible endpoint. One integration, full visibility.
Dead simple setup
Two lines.
Full visibility.
Wrap your existing client. No infrastructure changes. Works in Node, Python, or any HTTP stack.
// Before import OpenAI from 'openai'; const client = new OpenAI(); // After — that's it import { wrap } from 'tokoscope'; const client = wrap( new OpenAI(), { apiKey: 'ts_live_...' } ); // All your existing calls, unchanged. // Tokoscope handles the rest. const res = await client.chat .completions.create({ model: 'gpt-4o', messages: [...] });
Pricing
Pay less than you save.
Tokoscope pays for itself. If it doesn't cut your LLM bill, cancel anytime.
Free
$0
forever
Start free
Most popular
Pro
$49
per workspace / month
Get early access
Team
$99
per month + usage
Contact us
Join the waitlist. Early access ships this quarter.
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