The United States of Inference

The United States of Inference is a playful map matching AI companies and infrastructure providers to U.S. states according to their perceived character, not where they are headquartered. Each pairing turns a local association - industry, history, landscape, or stereotype - into a shorthand for what the provider does. The map ranges from familiar model labs to specialist platforms, presenting a crowded inference market as a tour of distinct personalities and technical approaches.

The comparisons also explain the providers’ differences. OpenAI is California because ChatGPT helped make AI mainstream; OpenRouter is Georgia’s busy airport, routing requests among hundreds of models; and Cloudflare Workers AI is Maryland, putting inference on a global edge network. Other entries emphasize hardware and speed: Groq’s predictable low latency evokes the Indy 500, Cerebras’s wafer-scale chips suit Utah’s speed records, and General Compute’s ASICs fit Arizona’s chip-making desert. The map also highlights low-cost or flexible services, from DeepInfra’s broad, inexpensive open-model catalog to Sail Research’s cheaper, slower completion windows. Specialized offerings get their own analogies too, including ElevenLabs for voice, fal for generative media, and Subconscious for long-running agents. The result is both a humorous guide to the sector and a compact catalog of what dozens of providers offer.