> Markdown version of [/events/world-congress-2026-north-america/sessions/1915-building-ai-that](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1915-building-ai-that). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Building AI that fits your business - **Date:** Friday, Sep 25, 2026 - **Time:** 09:00–09:30 (30 min) - **Room:** Mainstage - **Event:** World Congress 2026 North America ## Description Every engineering leader putting AI into production is making a set of decisions that will outlast any single model release. How much to build internally vs. buy, how much control to trade for convenience, who owns the model, the data or the token cost curve as the AI market shifts. Each of these decisions shapes team structure, vendor dependencies, and how quickly an organization can adapt. Drawing on his work helping teams at companies like Uber and Shopify deploy AI at scale, Benny will walk through the tradeoffs behind these calls, including where a general-purpose model makes sense vs. when customizing open models wins, and how to build an architecture and a team that keeps evolving instead of locking into one choice. Attendees will leave with a framework to reason through these decisions for their own organization, weighing flexibility against operational load and how to lead a team through the daily decision-making of AI. ## Speaker ### [Benny Chen](https://www.wearedevelopers.com/@benny-chen) Co-Founder of Fireworks ## Related talks at this congress - [Building AI Products vs. Building With AI](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1841-building-ai-products) — Aparna Dhinakaran, Rukmini Reddy, Tamar Bercovici - [The Five Percent Club: The Culture and Technological Shift Behind Successful AI Deployments](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1781-the-five-percent) — Tara Hernandez - [Building Pragmatic AI: 10 AI Features Your Users Actually Want](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1406-building-pragmatic) — Jonathan "J." Tower - [Beyond the Code: Human-AI Synergies in Product Development](https://www.wearedevelopers.com/events/world-congress-2026-north-america/sessions/1734-beyond-the-code) — Ajita Kanchivakam Ananth ## Watch remotely Can’t make it to San José? Watch this session live with Pro. You also get: - All full videos, bookmarks, and playlists - World Congress livestreams [See pricing](https://www.wearedevelopers.com/pricing) ## Links - [Get tickets](https://www.wearedevelopers.com/world-congress-north-america/tickets)