Sources and limits.
Gladiator Lab is an independently authored, single-purpose tool built on a legally licensed MkSaaS-derived Next.js foundation. It is not an official service of any game publisher, developer or AI provider.
Source review: 8 October 2026
Evidence boundary
This is a manual build-testing worksheet, not a claimed best-in-slot recommendation.
Regional patches, animation cancels, mana, buffs and target defenses can change actual DPS.
Skill labels and numbers are yours. The displayed cycle estimate ignores interactions you have not measured.
Public announcements and guide reports can change. We have not independently played through reported game solutions. Example data is labelled and does not establish real performance. Search interest, traffic and profitability have not been proven.