Independent AI video intelligence

Real-time AI video,measured clearly.

H3 Max Stream turns changing model claims, pricing, and live projects into source-backed guides and practical tools.

The workbench

Three ways to see the field.

Each module is being built against the same reviewed source ledger, so conclusions remain traceable.

01In development

Cost Calculator

Estimate per-clip, hourly, and continuous-stream costs without hiding the rate or formula behind the result.

Inputs → formula → auditable total
02Planned

AI Live Directory

Discover persistent generative channels with visible activity checks, provenance, and editorial inclusion criteria.

Observed status, not implied uptime
03Planned

Models & Compare

Compare only like-for-like endpoints, while keeping unavailable or incompatible evidence explicit.

Identity before comparison

Editorial method

Useful before impressive.

We separate model identity, endpoint capability, provider pricing, and observed project status. That keeps a fast-moving market from becoming a wall of unsupported claims.

  • 01 Trace published claims to reviewed sources.
  • 02 Expire time-sensitive data conservatively.
  • 03 Preserve conflicts and unknowns in public context.

Independent by design

H3 Max Stream is an independent editorial and research project. It is not affiliated with, endorsed by, or operated by MiniMax, fal, or any model provider mentioned on this site.