Lionfish7777 Token Hygiene System

Your AI bill is
79% too high.
We prove it free.

We cut Anthropic API costs 35–88% without changing your outputs, your model, or your code. Free 30-day audit. You pay us 20% of what we save you — nothing if we don't.

$89.40 Our May bill
$432.03 Standard rate
79.3% Verified savings
Book Free Audit → Read the White Paper
⚡ Savings Calculator
Current bill
$4,000
After Lionfish
$836
You save / mo
$3,164
Our cut / mo
$633
Your annual savings
$37,968
Based on 79.3% verified savings · May 2026 · Screenshot confirmed
Get Your Free Audit →
144M Tokens / May 2026
$0.62/M Blended rate achieved
97.6% Cache read ratio
4.84× Write amortization
99.8% Raw input reduction
The Process

Five steps from cold start
to verified savings

No code changes. No model changes. No output changes. We work at the architecture layer — the part nobody is watching.

📋
Scoping Call
30 minutes. We diagnose your setup — models, spend, context architecture. No pitch.
📊
Baseline Audit
You share console screenshots. We run your usage against our A/B/C benchmark. Free.
🏗️
We Build It
We build your personalized arch file system. One Zoom session with your team. Remote.
✅
Verify Savings
30 days live. We compare before/after billing. You see the exact dollar delta.
💰
We Invoice 20%
You keep 80% of savings forever. We invoice monthly on verified numbers only.
Who We Work With

Three tiers. One model.
Zero risk.

Whether you're a solo developer or a 19-hospital health system, the math works the same way. You save. We take 20%.

Tier 1
Developer
$50 – $500 / month API spend
You save (at 79%)
$158/mo
Our cut: $32/mo
  • Free 30-day audit
  • Arch file system built for you
  • 60-min Zoom setup session
  • CLAUDE.md + handoff protocol
  • Monthly savings verification
Book Audit →
Tier 2 — Most Common
Small Business
$500 – $10,000 / month API spend
You save (at 79%)
$3,164/mo
Our cut: $633/mo
  • Free 30-day audit
  • Full arch file system build
  • Team onboarding session
  • Before/after audit HTML report
  • Monthly savings verification
  • Priority support
Book Audit →
Tier 3
Enterprise
$50,000+ / month API spend
You save (at 79%)
$39,500/mo
Our cut: $7,900/mo
  • Free 30-day audit
  • Engineering team deployment
  • Full org arch file system
  • Claude Code automation setup
  • /handoff command implementation
  • Executive savings report
  • Dedicated support
Contact Us →
Why Lionfish7777

Not compression.
Elimination.

Other tools compress what goes in. We stop the re-read entirely. The result is lossless savings — your outputs stay identical.

What matters Lionfish7777 Prompt compression tools Doing nothing
Output quality risk Zero — lossless caching Lossy compression risk None, but you're overpaying
Savings rate 35–88% verified 20–60% reported 0%
Code changes required Zero Proxy integration needed Zero
Risk to you Zero — pay only on savings Monthly subscription cost Compounding waste
Works at enterprise scale Yes — proven approach Varies by vendor —
Verified with real console data Yes — screenshots on GitHub Rarely —
Questions

Everything you need to know
before booking the audit

Do I have to change my code?
No. We work at the context architecture layer — your system prompts, your context files, your caching setup. Your application code stays exactly as it is.
Will my outputs change?
No. Prompt caching is lossless by definition — the model reads the same context, just from cache instead of raw input. Outputs are identical.
What if you don't save us money?
You pay nothing. The audit is free. We only invoice 20% of verified savings — if savings are zero, our invoice is zero.
Do you need access to our codebase?
No. For the audit we need read-only billing data from your Anthropic console — screenshots are fine. For implementation we work with your Claude Code environment, not your application code.
How long does implementation take?
Developers: one 60-minute Zoom session. Small business: one afternoon with your team. Enterprise: 1–2 weeks with your engineering team. After that it runs automatically.
Does this work with GPT-4 and Gemini too?
Our system is optimized for Anthropic Claude and the prompt caching architecture. We're expanding to other providers — contact us to discuss your specific stack.
What's the minimum spend to make this worthwhile?
At $50/month we save you ~$40 and take $8. At $50,000/month we save you ~$39,500 and take $7,900. The math scales. You decide if the audit is worth your time.
How do you verify savings?
You share your Anthropic console billing screenshots before and after. We compare blended rate, cache read ratio, and total monthly spend. The numbers are the proof — same methodology as our published case study on GitHub.
Book Your Free Audit

30 days. Real numbers.
Zero commitment.

Tell us about your setup. We'll reach out within 24 hours to schedule your free scoping call.

We respond within 24 hours · lionfish.builds@gmail.com · No spam, ever