We rebuilt our internal workflow around Claude, Cursor, and custom LLM pipelines. Here’s what works and what doesn’t.
A year ago, a typical client landing page took us 5 days. Today, the same scope ships in 3. The reason isn’t bigger teams — it’s AI agents wired deep into our workflow.
What we automated
- Component scaffolding (Cursor + Claude)
- Content drafting for blog posts and landing copy
- Test generation for new features
- Bug triage from Sentry logs
- Client status reports from Linear data
- SEO audits and meta tag generation
What we still do by hand
- Product strategy and scope decisions
- Visual design direction
- Database schema design
- Security review
- Client communication that matters
The honest truth
AI doesn’t replace senior engineers. It removes the tedious 40% so the senior engineer can spend 100% of their time on judgment calls. The output quality goes up, not down.
If you’re not using AI in your delivery in 2026, your competitors already are.