AIEP Token — Same Output, Less Compute

Submit a prompt and see a side-by-side comparison of standard LLM reasoning vs AIEP incremental reasoning — with live efficiency metrics. The token comparison engine is in controlled preview. Read the LRM architecture or request preview access.

Enter a prompt below. The left column shows what a standard LLM invocation costs. The right column shows what AIEP's incremental reasoning substrate actually used — pulling from committed prior reasoning instead of deriving everything from scratch.

StandardStateless re-derivation
Tokens
Sources
Latency
AIEPIncremental recall substrate
Tokens
Reused
Fresh
🔒 Substrate mechanics
P117 — Parametric unburdening
Reduction ratio
Reused steps
Fresh steps
Tokens avoided
Source diversity
LLM token accounting
Prompt tokens
Completion tokens
Total tokens
Source
Evidence rail
    Cross-domain connection rail
      Machine record: /.well-known/aiep/token.json  ·  AIEP LRM  ·  AIEP Live