Kairal

KAIRALManage supplier listing

Request-level agent & bot traffic classification corpus for e-commerce and marketplaces: every screened request carries a verified-vs-impersonator agent-identity verdict, an intent/purpose label separating discovery crawlers, training crawlers and shopper-assisting agents, the access-policy decision applied (allow / mitigate) and the linked session + network context. Layered with a fraud taxonomy the same engine produces — account takeover, card testing, checkout fraud, promo abuse, multi-accounting, scraping — connected across visits, devices and accounts. Also includes a proprietary attacker-technique research corpus (the founders built sneaker bots; the team runs offensive-security engagements in Italy, the UK and Brazil) and generated Threat Exposure Reports.