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Engineering Insights

Insights on AI,
engineering and delivery

Practical guidance for CEOs, CTOs and founders on AI investment, agents and LLM security, choosing a delivery partner, legacy modernization, and building software faster with coding agents.

Abstract white layered render representing compounding returns from AI investment
Sep 20269 min read

The CEO's Guide to AI ROI in 2026: What Actually Pays Back

Where AI is paying back for mid market companies in 2026, where it is burning budget, and how to measure and sequence the investment.

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Abstract illustration of connected nodes and decision pathways representing autonomous AI agents operating within governed boundaries in an enterprise
Aug 20269 min read

Agentic AI in the Enterprise: What Boards Should Know Before Approving the Budget

What boards need to understand about AI agents before approving spend: where they pay back, where they fail, governance to insist on, and what the budget really covers.

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Abstract white interlocking render representing AI agents connected to business systems through a shared protocol
Aug 20269 min read

MCP Explained: How to Connect LLM Agents to Your Business Systems Safely

What the Model Context Protocol is, why it matters to the business, a reference architecture for enterprise agents, and the security design that gets them into production.

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Abstract white sculptural render representing a structured evaluation of engineering partners
Aug 20269 min read

How to Evaluate an AI Native Development Partner: 12 Questions Every CTO Should Ask

Twelve questions that separate genuinely AI native development partners from the ones that added a copilot license, with a scorecard and red flags.

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Abstract illustration of a shielded data stream passing through layered filters, representing security controls around a large language model
Aug 20269 min read

LLM Application Security in 2026: Prompt Injection, Data Leakage and the OWASP Top 10

A practical walk through the OWASP Top 10 for LLM Applications, why indirect prompt injection gets worse with agents and tools, and the controls that hold in production.

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Abstract illustration of several layered model tiers connected by routing paths, with a measurement grid representing evaluation and selection
Jul 20269 min read

How to Choose an LLM for Production in 2026: A Model Selection Framework

A practical framework for selecting production LLMs by task type, cost per task, latency, privacy and tool reliability, with evaluation sets that run in CI.

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Abstract illustration of three diverging cost curves over time, converging at a decision point, representing build, buy and partner options for software investment
Jul 20269 min read

Build, Buy or Partner: A CFO's Framework for Software Investment in 2026

How CFOs should compare SaaS, in house teams and an engineering partner on five year cost, hidden costs, ownership and speed, now that AI has cut build costs.

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Abstract white flowing render representing compressed software delivery timelines
Jul 20269 min read

Agentic Coding in 2026: What Autonomous Coding Agents Mean for Software Estimates and Budgets

What autonomous coding agents compress in a software estimate, what they do not, how to read a 2026 quote, and where the savings should land.

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Generative Engine Optimization (GEO)
May 20268 min read

Generative Engine Optimization (GEO): The New SEO Rules for 2026

Traditional SEO is dying. Learn how to optimize your website and technical products for ChatGPT Search, Perplexity, Claude, and Gemini.

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Google Antigravity vs Claude Code vs Cursor
Mar 20269 min read

Google Antigravity vs Claude Code vs Cursor

A practical comparison of the three leading AI coding agents in 2026, when to use each, and how they work together.

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Why We Switched from GitHub Copilot to Cursor with Claude
Mar 20268 min read

Why We Switched from GitHub Copilot to Cursor with Claude as Our Primary Coding Agent

Our experience moving from Copilot to Cursor with Claude, what improved, what we still use Copilot for, and the productivity impact.

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The AI Native Software Company
Mar 20268 min read

The AI Native Software Company: What It Means and Why It Matters

What AI native actually means beyond the buzzword, how it changes team structure and delivery, and how to tell if a company is genuinely AI native.

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Fixed Price vs Time and Materials
Mar 20268 min read

Fixed Price vs Time and Materials: How to Choose the Right Engagement Model

When to choose fixed price, when time and materials makes more sense, risk allocation, and a practical decision checklist.

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Offshore Development in 2026
Mar 20269 min read

Offshore Development in 2026: What's Changed and What Still Matters

How AI tools, async workflows, and quality guarantees have transformed offshore development. What to look for in a partner now.

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How AI Is Reshaping HealthTech Software in 2026
Mar 20269 min read

How AI Is Reshaping HealthTech Software in 2026

Real AI applications in healthcare software today, from clinical decision support to document parsing, and the compliance challenges that come with them.

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Tech Debt in FinTech and Compliance
Mar 20269 min read

Tech Debt in FinTech: Why Compliance Makes Legacy Modernization Urgent

Why tech debt in financial software is a compliance liability, not just an engineering inconvenience, and what to do about it.

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Building a Voice Bot for Call Centers
Mar 20269 min read

Building a Voice Bot for Call Centers: Architecture, Pitfalls, and Real World Performance

From FreeSWITCH to NLU to speech synthesis. A complete architecture guide for production voice bots with real performance metrics.

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Adding AI to Your Existing Product
Mar 20269 min read

Adding AI to Your Existing Product Without Rewriting It

Practical integration patterns for adding chatbots, semantic search, and document parsing to your existing software without a full rebuild.

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RAG vs Fine Tuning
Mar 20269 min read

RAG vs Fine Tuning: Which Approach Should You Choose for Your Use Case?

A practical decision framework for choosing between retrieval augmented generation and fine tuning, with cost, accuracy, and latency compared.

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80%+ Test Coverage from Day One
Mar 20268 min read

How We Achieve 80%+ Test Coverage from Day One on Every Project

Our process for achieving 80%+ automated test coverage from project start using AI coding agents, Playwright, and Vitest.

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AI Led vs Traditional Software Development
Feb 20268 min read

AI Led vs Traditional Software Development: What Actually Changes

A practical comparison of AI native development workflows vs traditional team structures, where AI adds real value and where it doesn't.

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How to Migrate PHP to Node.js
Feb 202610 min read

How to Migrate PHP to Node.js Without Downtime

A step by step guide to incremental legacy migration, running old and new systems in parallel until you're confident in the switch.

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FreeSWITCH vs Asterisk in 2026
Jan 20269 min read

FreeSWITCH vs Asterisk in 2026: Which Should You Choose?

An honest comparison from engineers who've deployed both in production, performance, scalability, WebRTC support, and total cost of ownership.

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How LLMs Improve Engineering Productivity
Jan 20267 min read

How LLMs Actually Improve Engineering Productivity

Beyond the hype, where Claude Code, Cursor, and Copilot genuinely accelerate delivery, and where human engineers remain irreplaceable.

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What to Consider Before Modernising a Legacy System
Dec 20258 min read

What to Consider Before Modernising a Legacy System

The questions you need to answer before committing to a rebuild, scope, risk, migration strategy, and how to avoid the common traps.

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