Insights for
Builders & Founders
Practical advice on infrastructure, cloud costs and scaling your AI startup — written by engineers who work with it every day.
Rising AI Token Prices: What It Means for Startups - and What to Do About It
Major AI providers keep adjusting token and inference pricing upward or narrowing discounts. Here's how margin, runway and roadmap react - and a concrete playbook for founders who can't afford surprises.
When to Move AI From APIs to Self-Hosted GPUs (and What It Does to Runway)
API-first keeps most startups safe - until traffic, latency or unit economics flip the equation. Here's a staged path from managed APIs to dedicated GPUs, with runway math you can sanity-check in a spreadsheet.
Tips for an AI Hosting
This guide covers practical tips for AI deploy and AI hosting, helping AI startups avoid common infrastructure, GPU, cost and security pitfalls at early stages
A Practical Guide to Optimizing AWS Infrastructure Costs for Startups and Small Teams
Most startups and early-stage products don’t think about infrastructure costs at the beginning - and that’s absolutely fine. When you’re building a product and validating the market, speed matters more than efficiency.
Why Your Startup Is Overpaying for Cloud (And How to Fix It)
Most startups waste 30–50% of their cloud budget. Here are the five most common mistakes we see — and actionable steps to fix each one.
The Real Cost of Running AI Infrastructure in 2026
GPU costs, model serving, data pipelines — running AI in production is expensive. Here's a realistic breakdown of what it actually costs and where you can save.
The Solopreneur's Guide to Production-Ready Infrastructure
You're a solo founder building a product. Here's how to set up infrastructure that's reliable, affordable and won't keep you up at night.
From Seed to Scale: The Infrastructure Checklist for Funded Startups
You've just raised your round. Congratulations. Now here's the infrastructure checklist that will help you scale without burning through your runway.
Why We Call Ourselves Partners, Not Vendors
There's a meaningful difference between a service provider and a partner. Here's what that means for how we work with startups.