Blog & Insights

Engineering That Ships, Written Down

Practical guides on AI, SaaS development, automation, and product strategy — from the team that builds it.

Blog & Insights

Blog Articles

What the Claude Fable 5 Shutdown Means for AI Builders

The US government ordered Anthropic to disable Claude Fable 5 three days after launch. Here's the AI vendor risk every team building on frontier models just learned about the hard way.

What a Million-Token Context Window Actually Changes

Every frontier model now ships a million-token context window. Here's what it actually changes for how you build AI products in 2026, what it kills, and where it quietly makes things worse.

Adding AI to a SaaS Your Customers Already Pay For

Bolting AI into a product that already ships is a different problem from greenfield. Pricing, evals, onboarding, the failure modes. The 2026 playbook from a dozen client builds.

Twelve Internal AI Tool Audits. What's Worth Buying.

ChatGPT Teams, Glean, Notion AI, Copilot, or roll your own. We audited internal AI stacks at twelve companies between 50 and 300 people. Here's where each one earns its money and where it doesn't.

Eight Months of Running Claude in Production. The Honest Audit.

We replaced most of our OpenAI stack with Claude across client work. Here's what shipped, what we killed, where it still loses, and the MCP setup behind it.

Most Teams Spend AI Budget on the Wrong Department

MIT found half of GenAI budgets go to sales and marketing. The actual ROI hides in back-office work nobody wants to demo. Here's where we'd spend instead.

AI Agents Are Replacing Entire Workflows. Here's How to Build Your First One.

Gartner says 40% of SMBs will deploy AI agents by year-end. Most will fail. We break down the ones that work, the architecture behind them, and how to build your first digital workforce without burning six figures.

We've Shipped 20+ MVPs. Here's What Actually Launches in 12 Weeks (And What Doesn't).

Most SaaS MVPs take 6 months and $80K before anyone sees a login screen. We break down realistic costs, timelines, and the scope decisions that separate MVPs that ship from ones that die in development.

The Real Cost of Building a SaaS Product in 2026 (With Actual Numbers)

SaaS development costs range from $5K to $500K+. We break down what drives the price, what's changed with AI coding tools, and where founders actually waste money.

AI Chatbots for Business: The Honest Guide to What Works and What Doesn't

67% of Fortune 500 companies deployed AI chatbots. 65% of customers still prefer humans. We break down where chatbots actually deliver ROI, where they fail, and what Klarna learned the hard way.

In-House vs Outsourced Development: We've Done Both. Here's What Nobody Tells You.

The real cost of hiring developers vs outsourcing in 2026. Salary data, hidden costs, failure rates, and why the binary choice is the wrong framing.

80% of AI Projects Fail. Here's What the Other 20% Do Differently.

Companies spent $684 billion on AI in 2025. Over $547 billion of it was wasted. We break down which AI automation use cases actually return money — and why most don't.

We've Deployed All Three. Here's the Real Difference Between n8n, Zapier, and Make.

Forget the feature matrices. After building production automations on all three platforms, we break down what actually matters: cost at scale, AI capabilities, and the trade-offs nobody talks about.