AI Inference Architecture
Pure Edge Computation
LLM Reasoning & Inference Cost Calculator
Evaluates hidden chain-of-thought token costs and monthly budget scaling for reasoning models versus standard large language models.
Formula:
Cost = P_in * T_in + P_out * (T_cot + T_visible)
Model Parameters
Outputs & Underwriting Summary
Calculation Status
OPTIMIZED INFERENCE BUDGET
Verified Model
Total Monthly API Spend
$2,644.80
Monthly Volume: 1,320.00M tokens
Unit Cost & Reasoning Ratio
$8.816 / 1k
Reasoning (CoT) Overhead: 89.7%
Reasoning tokens constitute 89.7% of output token volume, driving $2,562.30 of the $2,644.80 monthly spend.
AutoPublish AI Computational & Analytical Suite
Distributed ML Serving
Transformer KV Cache VRAM Allocation Modeler
Models High-Bandwidth Memory (HBM) consumption for transformer attention layers during long-context serving.
SaaS Operations & Pricing
B2B SaaS Net Revenue Retention (NRR) & Expansion Modeler
Decomposes enterprise customer expansion velocity, down-sell contraction, and logo churn into actionable valuation metrics.
Cloud Infrastructure Economics
Cloudflare R2 vs AWS S3 Storage & Egress Cost Comparison
Evaluates monthly cloud object storage invoices, API Class A/B request fees, and zero-egress bandwidth margins.