Notes on building software and IoT systems, and on avoiding the mistakes that waste time and money.
MVP development costs $15K-$150K+ and takes 2-4 months. The process for building a minimum viable product, what separates MVPs that validate from ones that waste money, and how to scope yours correctly.
The business process automation market will hit $19.6 billion in 2026, but most companies automate the wrong things first. How to identify the right processes, choose the right tools, and avoid the mistakes that derail 70% of automation projects.
Enterprise data migrations fail at an 83% rate, costing an average of $315K per project in overruns. How to plan a migration that works, from data auditing and mapping to cutover and validation.
43% of cyberattacks target small businesses, but only 14% are prepared. A practical breakdown of which cybersecurity compliance requirements apply to your business, what they cost, and how to get started without hiring a full security team.
Embedded software runs medical devices, factory equipment, and much more. How embedded development works, what the typical tech stack looks like, what projects cost, and how to decide whether to build in-house or hire a firmware development company.
70% of digital transformations fail. The ones that succeed follow a structured roadmap built around business outcomes instead of technology for its own sake. How to build a digital transformation strategy that delivers results.
API integration connects your business applications so data flows automatically instead of being re-keyed by hand. How APIs work, what common integration patterns look like, and what to budget for a real-world implementation.
Your legacy system works until it doesn't. How to evaluate modernization strategies, estimate costs, avoid common pitfalls, and decide whether to refactor, rebuild, or replace aging software.
What to know before hiring a custom application development partner: how the process works, what it costs, how timelines work, and what separates good vendors from bad ones.
Technical debt costs the average company 23-42% of development capacity. What it is, how to identify it, what it costs, and when to pay it down before it cripples your software.
Enterprise Resource Planning (ERP) software runs your core business operations in a single system. What ERP is, how it works, which modules you need, and how to decide whether your company needs one.
Gartner predicts 40% of enterprise apps will have AI agents by end of 2026, but over 40% of agentic AI projects will be canceled by 2027. What separates the projects that ship from expensive experiments.
73% of discrete manufacturing MES implementations fail with 215% cost overruns. The cause is almost never the software. It's picking the wrong approach for the floor. How to decide between off-the-shelf, custom, and hybrid, from a team that builds custom MES systems and will tell you when custom is the wrong answer.
The 2025 Security Rule eliminated 'addressable' specs, so encryption and MFA are now mandatory. What it means for your software, what compliance costs, and how to build it right.
What custom IoT systems cost, how edge vs cloud architecture works, and when off-the-shelf platforms fall short. From a team that builds industrial IoT systems.
Custom software costs $40K-$1M+ depending on complexity. We break down what drives the price, how methodology affects cost by 40%, and why 5-year TCO runs 4-6x initial build.
AI companies captured $130 billion in venture funding last year, 36% of all VC deal value globally. The economic logic differs from previous software waves, and the differences decide which companies succeed.
Most LLM features fail on economics, compounding errors, or the fact that users could just use ChatGPT directly. How to tell whether yours will work.