Research

Validating before we build.

Ininfer is in research and validation. We're speaking with developers to understand whether AI coding infrastructure can be significantly more affordable without sacrificing usability.

// research

Validating before building.

Ininfer is currently in research and validation. We're speaking with developers to understand whether AI coding infrastructure can be significantly more affordable without sacrificing usability.

  1. Q1 2025

    Concept & problem framing

    Mapped developer spend on AI coding tools against actual model usage. Found a clear gap between solo developer budgets and frontier model access.

    Complete
  2. Q2 2025

    Developer interviews

    Running 30+ structured conversations with developers using Cursor, Claude Code, OpenHands, Cline, Aider, and OpenCode. Learning where the real cost and friction lives.

    In progress
  3. Q3 2025

    Architecture review

    Designing the shared inference layer: routing, warm caches, context handling, and pricing model. Internal prototype, no public traffic.

    Upcoming
  4. TBD

    Closed beta

    Small group of waitlist members. We'll iterate based on real workloads before any wider launch.

    Upcoming