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A Pragmatic Guide to Shipping LLM Copilots

Insights from the Tompli engineering team.

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Vikram Rao 28 May 2026

Modern digital products live and die by their engineering foundations. In this piece we walk through the practical decisions our team makes when shipping large-scale systems — from architecture and observability to developer experience and cost control.

Why this matters

Startups and enterprises alike face the same core challenge: shipping fast without compromising reliability. The good news is that the modern stack lets you do both when you design for it from day one.

Key takeaways

  • Start with a boring, proven stack. Optimize later when data justifies it.
  • Automate everything you'll do more than three times.
  • Instrument first, tune second. You can't fix what you can't see.
  • Design systems and API contracts pay dividends by month three.

Closing thoughts

Great products are the result of hundreds of small, disciplined decisions. If you'd like to explore how these ideas apply to your product, our team would love to talk.

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