The Information Machine

Most AI teams still buy inference like they are buying software from 1 vendor.

Rohan Paul Twitter · Rohan Paul (@rohanpaul_ai) · 2026-05-28

Rohan Paul promotes The Grid AI as an intelligent inference router that reduces AI spending by dynamically routing tasks to the cheapest capable model instead of locking into a single vendor at fixed rates.

Open original ↗

Appears in

Extraction

Topics: ai-inferencellm-cost-optimizationai-infrastructuremulti-model-routing

Claims

  • Most AI teams use a single inference vendor and pay fixed prices regardless of task complexity.
  • Cheaper models are capable of handling a significant portion of AI workloads that teams currently overpay for.
  • The Grid AI dynamically routes inference across multiple models to reduce costs.

Key quotes

Most AI teams still buy inference like they are buying software from 1 vendor. They pick a model, accept the fixed price, wire it into the app, and keep paying that rate even when cheaper models could handle the same work.