ASK

outcome impact outcome-driven PerformanceAccuracySpeed · maximize

One query routed, answered, done

Metric type PerformanceAccuracySpeed, direction maximize. Every query routes once, mines and models the data behind it, and serves the answer back pre-labeled — the second person never re-mines the same page.

BASELINE same page, mined again each time TARGET mined once, served from memory PerformanceAccuracySpeed ↑ maximize baseline mined again each time target served from memory
Baselineevery tool re-reads a page from scratch, so the same field gets mined, modeled, and billed over and over
Mechanisma cold syntax tree extracts fields once; the data model and labels are reused across every identical page
TargetPerformanceAccuracySpeed maximized — the next question against the same page costs almost nothing

Outcome chart · illustrative gauge, grounded in ASK's own claim · not a live metric