Digital Shift

Two decades of engineering experience, one AI transformation. What we changed since 2023, what didn't work, and what we run for clients today.

If a vendor is still pitching ACP as your coordination layer, ask them one question. This article tells you which one – and what the honest answer should be.

A hands-on walkthrough for building a minimal MCP server, connecting it to Claude, Cursor, and OpenCode, and testing it before it touches real data.

A confident AI answer and a wrong one look identical. This guide breaks down the interface work behind trustworthy AI products: showing where an answer came from, signaling confidence honestly, and placing review checkpoints where a mistake actually costs something.

Rebuilding isn't the default answer. Here's how to retrofit AI into an existing product - and when it actually makes sense to rebuild.

What to decide before building an AI MVP - from data readiness and model choice to fallback behavior and kill criteria.

Compare the best Model Context Protocol (MCP) implementation companies in 2026. Ranked by expertise, delivery speed, and client results — find your fit.

Looking for a partner to build production-grade MCP servers? We ranked 7 boutique firms with verified Clutch ratings, real deployment data, and no filler. Boldare leads — here's why.