Notes from the bench of building software that ships.

This guide covers what US businesses need to know when evaluating a chatbot software development company — from technical architecture to vendor selection criteria to total cost of ownership.

Daria Volkova

Jun 202513 min read

This guide covers the entire SaaS software development process: from initial concept to production-grade, scalable infrastructure.

Mykyta Sokolov

Jun 202514 min read

EdTech crossed $340 billion last year and is on track to pass $500 billion by 2030. For every product that breaks through, dozens disappear quietly. The difference is rarely a bad idea — it is a mismatched development partner.

Olha Reznik

Mar 11, 202618 min read

Tinder has 75M+ active users. Bumble went public at $2.2B. Hinge sold to Match for $1.7B. For every Tinder, thousands of apps launched with real potential and died quietly because the product wasn't built right.

Andrii Lysenko

Feb 27, 202618 min read

Generative AI has irrevocably disrupted the chatbot market: 78% of enterprise buyers now require native LLM orchestration as a baseline, not a differentiator. Agentic architectures are moving from beta to production.

Daria Volkova

Feb 18, 20267 min read

This guide cuts through the noise. We cover the leading tools, what they're actually good at, where they fall short, and how to pick the right combination for your team's specific situation.

Daria Volkova

Jun 24, 202613 min read

This article breaks down exactly how AI is changing SaaS platforms in 2026: the specific transformation happening across product, infrastructure, pricing, and the customer relationship. And more importantly, what it means if you're building a SaaS product today.

Daria Volkova

Jun 24, 202612 min read

This guide is for founders and product owners who want to build something people will actually use — and keep using. We'll walk through every AI-powered feature that users now expect, why the old swipe model is dying, and what it realistically takes to build a competitive app in this market today.

Andrii Lysenko

Jun 24, 202616 min read

This article maps the functional and strategic requirements that define serious K-12 EdTech development in 2026 — from technical architecture to the quieter institutional pressures that determine whether a product gets renewed at the end of the year.

Olha Reznik

Jun 24, 202614 min read

But behind every successful platform — Coursera, Duolingo, Khan Academy, or a large corporation's internal LMS — lies a complex, well-planned development process. This article breaks down what EdTech software development services actually include, which features are essential, how much it realistically costs, and what timelines to expect.

Olha Reznik

Jun 24, 20268 min read

Understanding which features genuinely move retention and revenue metrics — rather than which features look impressive in a fundraising deck — requires clarity about what actually drives user behavior in the dating context.

Andrii Lysenko

Jun 24, 202620 min read

This guide is structured around the decisions that actually determine whether a custom dating app development engagement succeeds: how to evaluate whether you need a custom build, what to look for in a development company, how to structure the engagement, what questions expose the quality of a potential vendor, and what goes wrong in projects that fail.

Andrii Lysenko

Jun 24, 202619 min read

Understanding the European EdTech landscape in 2026 requires holding two things in mind simultaneously: the structural forces that are creating convergence across the continent — regulatory alignment, shared pedagogical research, common infrastructure initiatives — and the deep local differences that determine whether a product actually gets used in a classroom in Lyon, Łódź, or Ljubljana.

Olha Reznik

Jun 24, 202617 min read

This article breaks down the real cost drivers, the architectural decisions that move the needle most significantly, and what development teams and founders actually need to budget in 2026.

Andrii Lysenko

Jun 24, 202615 min read

This article is a working guide to the prompts that matter most in chatbot development: what they need to accomplish, why naive versions fail, and what well-engineered versions look like across the key stages of building a production chatbot.

Daria Volkova

Jun 24, 202621 min read

Benchmark leadership still matters, but it's no longer the whole story, and teams that treat model choice as the entire strategy are increasingly behind teams that treat it as one input into a much larger engineering decision.

Daria Volkova

Jul 24, 20267 min read

This guide is the conversation a friend in the industry would have with you over coffee — not a sales pitch, not a checklist copied from a template, but the actual questions worth asking before you sign anything.

Max Bezditko

Jul 21, 20268 min read

Cost problems in LLM systems are usually architecture problems, not model problems. The bigger win almost always comes from routing, caching, and context discipline — using the expensive model only where it's actually earning its cost.

Mykyta Sokolov

Jul 17, 20267 min read

AI code generation is no longer an experimental novelty — it's a daily tool for millions of developers, from students writing their first script to engineering teams at major tech companies building complex distributed systems.

Mykyta Sokolov

Aug 4, 20269 min read

AI coding assistants are reshaping every phase of software development — planning, design, coding, testing, and deployment. Here's a deep, practical look at what that shift means for founders, budgets, timelines, and competitive positioning.

Max Bezditko

Aug 7, 202614 min read