Your inference bill includes 23% garbage. Anomalous requests, outliers, adversarial inputs—compute wasted on requests you should reject at the gate. Layer 0 Benford Perimeter catches these before they burn GPU cycles.

Unit Economics of the Perimeter: Save 15-21% on Inference Compute

Unit Economics of the Perimeter (L0)

How Layer 0 filtering saves 15% on inference compute by killing garbage inputs before they hit your models.

3-minute read | For Directors & VPs

The math adds up

Monthly inference:

$100,000
Anomalous requests: 23%

After L0 Filtering:

$79,300/mo
Net savings: $21,000/mo
Annual Savings: $252,000/year (21% Reduction)

15% inference savings is conservative. Leading fintechs report 20-28%.


🧠 BUSINESS CASE // FOR PROOF-DRIVEN EXECUTIVE
BEFORE L0 PERIMETER
🔥
Unmetered Compute
$1.00 Per Request
SOTA / BENFORD PERIMETER
🛡️
Filtered Efficiency
$0.85 Net Request
15–21% Compute Savings Shift garbage requests from $1.00 inference to $0.10 filtering. Pay $2K to save $23K monthly.
STATUS QUO // COMPUTE FIREHOSE
🔥
  • 100K Requests/mo
  • 23% Anomalous (Waste)
  • × $1.00 Inference Cost
  • TOTAL BILL$100,000
SOTA // PERIMETER DEFENSE
🛡️
  • 77K Clean Requests$77,000
  • 23K Filtered Garbage$2,300
  • (Saved $20,700 monthly)
  • NEW TOTAL$79,300
21% Efficiency Gain Shifting anomalous requests from **$1.00 inference** to **$0.10 filtering**. Full ROI in 3 months.

3 metrics that matter

Metric Before Perimeter After L0 Savings
Inference Bill $100K/mo $79K/mo 21%
Anomalous Requests 23% 0% 23K/mo
Filter Cost $0 $2K/mo ROI 10:1

One e-commerce platform: $1.8M Year 1 savings. 18-month payback.

What good looks like

Request #4721:
• Benford score: 0.03 (anomalous)  
• Rejected at L0: $0.10 cost
• Saved inference: $1.00
• Net savings: $0.90

1.2M requests × $0.90 = $1.08M Year 1.

Industry proof points

Next step for business leaders

Your inference bill has a 15-25% leak. Plug it.

Read "Hidden Cost of the Black Box" →

🧠 TECHNICAL ARCHITECTS: Continue to Benford Perimeter Implementation →

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