
Retail
Retail mobile channel live in 14 weeks — ~45% fewer release defects
App shipped to stores in approximately 14 weeks; cross-team release defects reduced by an estimated 45%; retailer launched a mobile channel without hiring a full in-house mobile squad.

Logistics
From construction sites to landfill — ~50% less coordination overhead
Approximately 50% less project coordination time (business target); 95%+ regulatory compliance rate target; MVP live in ~12 weeks with team scaled to 20+ engineers and an estimated 60% reduction in manual logistics paperwork.

SaaS
From Telegram feeds to ranked shortlists — ~80% less manual IT recruiting
Approximately 80% less recruiter time on vacancy intake and shortlisting (estimated); ~86% lower monthly sourcing cost versus job-board subscriptions plus manual Telegram monitoring; production go-live in ~20 weeks.

FinTech
Near-real-time multi-currency bank feed into Fortnox
Approximately 70% less manual reconciliation (estimated); three systems connected in ~6 weeks; target ~85% auto-match rate with audit-ready status tracking across Airwallex, Redmine, and Fortnox.

Manufacturing
70% less manual invoice processing
73% reduction in manual work with production deployment in 8 weeks.

SaaS
4 AI engineers embedded in 12 days
40% faster feature delivery without local hiring overhead.

Logistics
60% of support tickets auto-resolved
Agent went live in 3 weeks and resolved the majority of tier-1 tickets.

SaaS
FAQ-grounded AI chatbot — ~60% first-line deflection with one-script embed
Approximately 60% first-line deflection on typical sales and support questions (estimated); one-script website embed in about one day; 170+ FAQ items across three languages with audit-ready LLM usage per organization.

Retail
Web, mobile & hardware POS — ~50% fewer integration defects
Unified platform across three surfaces in approximately 24 weeks; ~50% fewer integration defects in staging (estimated); ongoing support processes established for production incidents.