Blog
Honest takes on staffing models, costs, technology, and what actually works. Written by Dennis Vorobyov, CEO.
Most companies asking for a custom LLM don't need to train a model. They need retrieval, evals, and tooling around a frontier one. Here's the honest split.
Dennis Vorobyov 6 min read A hard-truth take on the staff augmentation model: flexibility is the wrong reason to buy it, and continuity is the thing that actually pays off.
Kseniia Cherepakhina 6 min read Fractional CTO rates run $200–$400/hr or $5k–$25k a month. The hourly number is the least useful figure in the deal. Here's what you're paying for.
Illia Hrybovskyi 6 min read IBM's 2025 Cost of a Data Breach: US average hit a record $10.22M. 16% of breaches now involve AI attacks. Supply-chain compromise costs $4.91M.
Dennis Vorobyov 7 min read Most AI automation agencies sell fragile no-code demos. The only automation that survives production is owned, engineered software.
Illia Hrybovskyi 8 min read Staff augmentation means you rent the hands and keep the accountability. The only version worth buying is the one where the hands don't rotate.
Kseniia Cherepakhina 6 min read Nearshore means your engineering team is 1-3 time zones away. Portugal, Poland, and Latin America lead the market. Here's what to look for.
Dennis Vorobyov 10 min read A fractional CTO is defined by accountability, not hours. Most of what's sold under the title is advisory theater. Here's the distinction that matters.
Kseniia Cherepakhina 7 min read What an MVP really costs: why the $10K quote is a trap, why $40K–$100K is the real band, and why scope discipline sets the price.
Dennis Vorobyov 6 min read An opinion piece arguing that hiring remote developers is a retention and team-design problem, not a sourcing-and-screening one — and what to do instead.
Dennis Vorobyov 7 min read An opinion piece arguing that agentic AI consulting, sold as standalone strategy, fails where agents actually live — in engineering, evals, and ownership.
Dennis Vorobyov 7 min read An opinion piece arguing that rapid MVP development optimizes the wrong variable — building speed was never the bottleneck; deciding what not to build is.
Kseniia Cherepakhina 5 min read A dev team isn't a number you dial up and down. It's accumulated context in the people who stay. Churn, not headcount, decides whether anything ships.
Dennis Vorobyov 6 min read Speed isn't the hard part of an MVP. The scope decision is. And "it's just an MVP, we'll rewrite it" is the lie behind the codebases we get hired to rescue.
Illia Hrybovskyi 7 min read An opinion piece arguing that the right way to staff an MVP is small, senior, and stable — not the cheap, churning, body-shop team most founders are sold.
Illia Hrybovskyi 8 min read In outsource app development, the in-house-vs-offshore debate is theater. The real variable is continuity versus churn. Here's how to buy the right one.
Illia Hrybovskyi 8 min read Outsourcing web development works. But only when you buy team continuity, not the cheapest hourly rate. Turnover is what actually bankrupts the build.
Kseniia Cherepakhina 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 Outsourcing means you delegate the project. Outstaffing means you hire the people. One gives you a deliverable. The other gives you a team.
Dennis Vorobyov 6 min read Outsourcing mobile app development is the right call for most companies. But only if you stop buying hourly-rate arbitrage and start buying continuity.
Illia Hrybovskyi 6 min read The "interchangeable headcount" version of staff augmentation is body shopping. Retention, not the hourly rate, decides whether it pays.
Kseniia Cherepakhina 6 min read Offshore web development isn't a labor-arbitrage play, and treating it like one is why it fails — the real variable is who stays on your codebase.
Dennis Vorobyov 8 min read Custom mobile app development is sold as a launch. It's really a decade-long maintenance commitment. The native-vs-cross-platform debate is a decoy.
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