SaaS Development Benchmarks 2026
Engineering velocity, cost structures, and quality benchmarks from 521 SaaS companies spanning seed stage to enterprise scale.
This report is in progress
What does it actually cost to build and scale a SaaS product in 2026? This report benchmarks engineering team size, deployment frequency, infrastructure spend, and time-to-market across 521 SaaS companies — from $1M ARR seed-stage startups to $100M+ enterprise SaaS leaders.
Expected: August 15, 2026
Preliminary Key Findings
Median SaaS product team at $10M ARR: 12 engineers, 2 product managers, 1 designer
AI-assisted development teams ship 2.4x more features per engineer per quarter
Infrastructure costs average 18% of revenue at scale (15–20% is the healthy benchmark range)
Median time from concept to first paying customer: 9.4 months for B2B SaaS in 2026
API-first architecture is now standard at 89% of SaaS companies above $5M ARR
SaaS security incidents cost average $3.2M in 2025 — up 34% from 2024