Blog · 42 posts
Per-task prices, environment prices, contract sizes, contractor rates and marketplace splits for RL environments in 2026, each figure sourced and dated.
Dennis Vorobyov 9 min read Reward hacking is a grader problem before it is a model problem. What Anthropic, OpenAI and Epoch found in 2024 to 2026, and how a sound verifier is built.
Dennis Vorobyov 9 min read SaaS statistics for 2026: a $299 billion Gartner segment, 305 apps and $19.8 million of license waste per organization, churn and NRR benchmarks, AI retention.
Dennis Vorobyov 10 min read AI replacing jobs statistics for 2026: AI was cited in 4.5% of US job cuts in 2025 and 21% so far in 2026 (Challenger), against the projections, sourced.
Kseniia Cherepakhina 10 min read DevOps statistics for 2026: DORA benchmarks (elite teams deploy 182x more often and recover 2,293x faster), adoption rates and market size, all sourced.
Illia Hrybovskyi 10 min read Software development statistics for 2026: 0.5% of 16,000 projects delivered in full, IT overruns average 73%, and 9.4% of teams ship a commit within an hour.
Illia Hrybovskyi 10 min read Startup failure rate statistics for 2026: 22% of new US businesses fail in year one, 49% by year five (BLS), plus VC shutdown counts and why startups fail.
Dennis Vorobyov 10 min read Software development industry trends 2026 with primary-source data: 90% AI adoption, the trust gap, agents at 59%, the split job market, security.
Kseniia Cherepakhina 10 min read AI code generation statistics for 2026: Google's 75% verbatim, controlled trials on speed, Veracode's 56% security pass rate and what counts as AI-written.
Illia Hrybovskyi 10 min read Digital transformation statistics for 2026: spending by edition and region, measured failure rates, ROI data and the truth behind the 70% fail myth.
Dennis Vorobyov 10 min read Verified artificial intelligence statistics for 2026: market size, adoption, users, investment, energy and jobs. Every number dated and sourced.
Kseniia Cherepakhina 8 min read 21M, 36M, 47M or 180M? Why software developer and engineer counts differ, plus US, India and world data from BLS, SlashData and GitHub.
Illia Hrybovskyi 8 min read Global IT outsourcing hits $618 billion in 2026. Market size, growth, cost savings, AI impact and destination data, with primary sources.
Dennis Vorobyov 8 min read Average software engineer salary in 2026: US median $135,980 (BLS), developer pay by country, hourly rates and the AI premium, with sources you can check.
Kseniia Cherepakhina 8 min read A production Flutter app costs $60K–$150K for V1. One codebase saves 20–35%, not half: backend, QA and native integrations set the real price.
Dennis Vorobyov 8 min read MVP development cost runs $40K–$100K with a senior team, driven by user roles, money flows and platforms, and cutting scope is the cheapest way to lower it.
Kseniia Cherepakhina 7 min read AI costs $20–30 per seat a month, $100–200 for power users, and $50–1,000 in inference for a product feature. Engineering upkeep is the biggest line.
Dennis Vorobyov 8 min read Quoted Android app development cost ranges span $20k to $300k+, but scope decisions and rework, not the hourly rate, decide what you actually pay.
Dennis Vorobyov 6 min read Google surveyed 2,643 leaders and workers across 6 countries. Only 3% are truly transformed. 72% are still in early stages. The 5 traits that separate them.
Dennis Vorobyov 9 min read 51% of digital leaders report an AI skills shortage, the steepest rise in over 15 years. What the data means for hiring and team building.
Dennis Vorobyov 8 min read McKinsey: tech debt represents 20-40% of an organization's technology estate. CAST: 61 billion days of global repair time. The numbers and the fix.
Dennis Vorobyov 7 min read IBM's 2025 Cost of a Data Breach: US average hit a record $10.22M. 16% of breaches involved attackers using AI. Supply-chain compromise costs $4.91M.
Dennis Vorobyov 7 min read ManpowerGroup: 74% of employers globally can't find talent, a 17-year high. 63% of CTOs call it a significant challenge. What the data shows.
Dennis Vorobyov 7 min read McKinsey's State of AI 2025 (n=1,993): only 5.64% of firms clear a meaningful EBIT threshold from AI. 61% report zero measurable impact.
Dennis Vorobyov 8 min read