LLM token optimization

See inside your
bloated prompts.

Tokoscope audits, compresses, and monitors your LLM token usage so you ship leaner prompts and smaller bills.

Token usage ยท last 24h live
chat/completions
1.2M
embeddings
640K
after tokoscope
440K
40โ€“70%
of tokens in average prompts are waste
$0.003
per 1K tokens adds up fast at scale
3x
typical reduction after prompt compression
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.

๐Ÿ”ญ
Prompt inspector

Scans your system prompts and inputs for bloat โ€” repeated instructions, redundant context, unnecessary preamble โ€” and scores each one.

โšก
Smart caching

Detects semantically similar requests and serves cached responses. Near-identical prompts stop hitting the API twice.

โœ‚๏ธ
Auto-compression

Rewrites verbose prompts to their minimum effective form without changing intent. Ships leaner, costs less, still works.

๐Ÿ“Š
Cost attribution

Break down spend by feature, endpoint, user, or team. Know which part of your product is burning the most โ€” and why.

๐Ÿšจ
Budget alerts

Set spend thresholds per workspace or per key. Get notified before costs spike, not after the invoice lands.

๐Ÿ”Œ
Any LLM, one SDK

Works with OpenAI, Anthropic, Gemini, Mistral, and any OpenAI-compatible endpoint. One integration, full visibility.

Two lines.
Full visibility.

Wrap your existing client. No infrastructure changes. Works in Node, Python, or any HTTP stack.

Get API key โ†’
app.js
// Before
import OpenAI from 'openai';
const client = new OpenAI();

// After โ€” 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: [...]
  });
Pay less than you save.

Tokoscope pays for itself. If it doesn't cut your LLM bill, cancel anytime.

Free
$0
forever
  • โœ“ 500K tokens / month monitored
  • โœ“ Usage dashboard
  • โœ“ Basic prompt scoring
  • โœ“ 1 workspace
Start free
Team
$99
per month + usage
  • โœ“ Everything in Pro
  • โœ“ Unlimited workspaces
  • โœ“ Per-user attribution
  • โœ“ Slack / webhook alerts
  • โœ“ Priority support
Contact us

Your LLM bill is too high.
Let's fix that.

Join the waitlist. Early access ships this quarter.