Empirical Intelligence Tools
Interactive Software Benchmarks & Calculators
Empirical interactive tools built from telemetry data across 1,000+ codebases, startups, and IT organizations globally.
Interactive Benchmark Tool
SaaS MVP Cost & Timeline Estimator
Calculated using empirical telemetry data from 300 Seed/Series A software startups ($N=300$).
Est. Budget Range
$7,245 - $10,063
USD (95% CI)
Est. Time to Market
4 - 6 Weeks
Agile Sprint Delivery
Total Dev Hours
230 Hours
Full-Stack + QA + DevOps
AI Infrastructure Benchmark
AI Inference Token Spend & Fine-Tuning Calculator
Calculates monthly LLM inference spend based on telemetry from 520 enterprise repositories ($N=520$).
Daily Token Volume:10 Million Tokens/Day
Monthly Inference Cost
$1,500
USD / Month
Fine-Tuning Potential Savings
$720
48% Avg Savings
Monthly Token Volume
300M
Total Tokens
Visual Benchmark Suite
Interactive Recharts SVG visualizations built from Zynocode datasets
Figure 1.1: AI PoC Failure Rate by Deployment Architecture
Sample size N = 520 Enterprise Repositories (Q2 2026)
Figure 2.1: Median SaaS MVP Cost Breakdown by Region ($USD)
Sample size N = 300 Seed/Series A Startups
Figure 3.1: Global Hourly Rate Comparison ($USD/hr)
Sample size N = 850 IT Services Organizations