> Markdown version of [/videos/100163-unpredictable-costs-of-ai-vs-predictable-cost-of-humans?t=113](https://www.wearedevelopers.com/videos/100163-unpredictable-costs-of-ai-vs-predictable-cost-of-humans?t=113). 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). --- # Unpredictable costs of AI vs predictable cost of Humans What happens when unpredictable AI token costs eclipse predictable human payroll? Discover how smart API governance and impact-based compensation can stabilize your workforce and enterprise budget. - **Speakers:** [Hung Lee](https://www.wearedevelopers.com/@hung-lee), [Leandro Gomes da Silva](https://www.wearedevelopers.com/@leandro-gomes-da-silva), [Raffi Krikorian](https://www.wearedevelopers.com/@raffi-krikorian), [Anna Ott](https://www.wearedevelopers.com/@anna-ott) - **Event:** World Congress 2026 Europe - **Published:** July 9, 2026 - **Duration:** 29:52 - **URL:** https://www.wearedevelopers.com/videos/100163-unpredictable-costs-of-ai-vs-predictable-cost-of-humans - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/65b9b479c45b20e7e9e515a62b4b773e/thumbnails/thumbnail.jpg?time=115190ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [The hidden costs and token billing of AI tools](https://www.wearedevelopers.com/videos/1901-wearedevelopers-live-smoover-who-s-best-at-devrel) (from "WeAreDevelopers LIVE - Smoover - Who's Best at DevRel?") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/b4941fdd81407df88c69110019f1f46e/thumbnails/thumbnail.jpg?time=188680ms - [Assessing the token economy and costs of artificial intelligence](https://www.wearedevelopers.com/videos/1876-wearedevelopers-live-speeding-up-with-webgpu) (from "WeAreDevelopers LIVE - Speeding up with WebGPU") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/e14cb0c5fe1e6a5ddc6d35f6bb1615b9/thumbnails/thumbnail.jpg?time=561356ms - [Transitioning toward AI-first coding and managing token costs](https://www.wearedevelopers.com/videos/100198-the-last-mile-of-ai-from-prototype-to-production) (from "The Last Mile of AI: From Prototype to Production") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/ff9c09619a4fcd6d8f9ced4e821a0fe9/thumbnails/thumbnail.jpg?time=108950ms - [Aligning artificial intelligence token spend with product roadmaps](https://www.wearedevelopers.com/videos/100443-engineering-moneyball-how-we-benchmarked-google-vs-meta) (from "Engineering Moneyball: How We Benchmarked Google vs Meta") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/bd0bb39915435da1b27abde7f5c6c655/thumbnails/thumbnail.jpg?time=87660ms - [Architecting inference layers and meta harnesses to manage token costs](https://www.wearedevelopers.com/videos/100600-inside-the-ai-native-engineering-org) (from "Inside the AI-Native Engineering Org") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/ffe256ba71a3d5017d4ff5d033858092/thumbnails/thumbnail.jpg?time=242411ms - [Calculating the hidden financial costs of AI coding assistants](https://www.wearedevelopers.com/videos/1380-wearedevelopers-live-what-development-and-tattoos-have-in-common-and-more) (from "WeAreDevelopers LIVE - What Development and Tattoos Have in Common and more") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/c5f90b23b054d867d7a5318d96ce2ce0/thumbnails/thumbnail.jpg?time=488705ms ## Related Articles - [Navigating the AI Shift](https://www.wearedevelopers.com/magazine/629-navigating-the-ai-shift) - [Stephan Gillich - Bringing AI Everywhere](https://www.wearedevelopers.com/magazine/489-stephan-gillich-bringing-ai-everywhere) - [Exploring AI: Opportunities and Risks for Developers](https://www.wearedevelopers.com/magazine/522-exploring-ai-opportunities-and-risks-for-developers) - [Panel Discussion: Responsible AI in Practice - Real-World Examples and Challenges](https://www.wearedevelopers.com/magazine/488-panel-discussion-responsible-ai-in-practice-real-world-examples-and-challenges) ## Related Jobs - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3735668-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3713316-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3714463-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3715327-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3714454-applied-ai-health-data-system-engineer-senior-manager) at **PwC** - [Applied AI Health Data System Engineer-Senior Manager](https://www.wearedevelopers.com/jobs/ext/3754738-applied-ai-health-data-system-engineer-senior-manager) at **PwC**