Blog
Honest takes on staffing models, costs, technology, and what actually works. Written by Dennis Vorobyov, CEO.
Nearshore agile development works when you get four hours of real overlap, a stable team, a vendor who cuts scope, and senior code review. How to test each.
Illia Hrybovskyi 7 min read Code audit services earn their fee when the report ends in a costed call (keep, refactor or rewrite) made by senior engineers who read the riskiest code.
Dennis Vorobyov 8 min read Fixed-bid web application development services suit bounded internal tools. Any web app that is the product needs a dedicated team on two-week sprints.
Kseniia Cherepakhina 8 min read Staff augmentation vs recruitment turns on how long the work lives, who can vet the hire, and who holds the context. Six questions that make the call.
Dennis Vorobyov 8 min read Laravel makes week one easy for any developer. The Laravel developers worth hiring show their value in queries, queues and upgrades by year three.
Illia Hrybovskyi 8 min read Mercor, Outlier, Handshake and Micro1 contract individuals only, by their own terms. Where a software company with employed engineers can sell RL environments.
Dennis Vorobyov 9 min read 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 How a production codebase becomes SWE tasks for RL: mining merged pull requests, hidden verifiers, a validator every task must pass, and calibration.
Dennis Vorobyov 10 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 Offshore vs onshore turns on technical ownership, scope clarity, time-zone overlap and team continuity. The hourly rate predicts the outcome least of all.
Illia Hrybovskyi 9 min read Nearshore software development companies are worth the premium only for the overlap hours they commit to in writing and fill with senior engineers.
Illia Hrybovskyi 7 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 AI made code cheap and review scarce, so engineering talent is now measured by what a senior catches in the diff. METR, DORA and Stanford data show why.
Kseniia Cherepakhina 6 min read The right MVP development company cuts your scope hardest and builds V1 as a foundation, because MVP code rarely gets rewritten. Here's how to judge one.
Kseniia Cherepakhina 7 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