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