What Would a High-Margin LLM Business Look Like When Everyone Bills by Token?
WholeOrganization915 · reddit · 2026-10-21
A Reddit poster asks how high-margin software survives the LLM era: hardware providers bill by the hour with limited pricing power, 4-7 LLM API vendors (including Chinese players) compete on per-token pricing, so application builders must either pass usage costs through or find tightly controlled use cases where subscriptions cover token costs and leave profit. The thread debates whether user stickiness and moats can live at the application layer.
More from Venture
- Do 50GW of AI compute need $10T ARR? A DeepSeek-pricing back-of-envelope debate — teortaxesTex · 2026-10-21
- Confidential Inference quietly grows as onchain AI workloads demand privacy — 0xJeff · 2026-10-21
- YC-Backed Manufacturing Startup Nox Metals Hits $25M Annualized Revenue in Under a Year — ycombinator · 2026-10-21
- Nvidia's $12.9B Hugging Face acquisition is its largest ever — FinanceYF5 · 2026-10-21
- 8 US cybersecurity giants each bought an AI-native firewall startup in two years — FinanceYF5 · 2026-10-21
- Why OpenRouter is worth $7.5B: a 5.5% toll on every model API call — FinanceYF5 · 2026-10-21