“We were struggling with search relevance-46% of our customer queries weren’t producing satisfactory results. After working with BergLabs to train our search models with expert annotation and custom AI development, we reduced search pain by 20 percentage points. The revenue impact alone exceeded $15M in the first year, and we’re processing millions of queries per month with confidence our search experience is competitive with the largest players.“

“Booking conversion was our primary lever for growth, but we lacked the data to improve our recommendation and search systems. BergLabs helped us build AI systems that personalized the booking experience and improved property matching. We’ve seen an 8% improvement in booking conversion rates across our 50,000+ property inventory, with 98% accuracy on the annotation that made this possible. It’s become a permanent competitive advantage.”

“We manage millions of student enrollments across our platform. Student onboarding was a bottleneck—new students were waiting days to get started. We engaged BergLabs to build automated systems for document verification, learning assessment, and placement guidance. We’ve reduced student onboarding time by 30%, which means thousands more students can start learning immediately instead of waiting in a queue. The operational impact has been profound.”

“We’re training frontier language models and the quality of human feedback is absolutely critical. BergLabs brought us 1,250+ specialists who could provide expert preference signals for our RLHF training. The impact showed immediately-model quality improved noticeably with better training signal. We’ve maintained 96% accuracy across our annotation, achieved 30% faster TAT than our previous vendors, and reduced annotation costs by 15%. Most importantly, we have confidence in the training signal shaping our models.”

“Our seller community is critical to our platform, but maintaining quality standards at 100,000+ active sellers requires constant vigilance. We engaged BergLabs for quality assessment and onboarding support. We’ve improved our seller pass rate on initial quality checks by 50%, increased seller NPS by 9 points, and reduced our QC turnaround time by 80%. Better seller quality means better customer experience and higher retention across our platform.”

“Payment reconciliation is mission-critical in financial services—unlinked transactions represent real operational risk. We implemented a BergLabs managed operations team focused on payment reconciliation and dispute resolution. We’ve achieved 99.9% reconciliation coverage with less than 0.1% unlinked orphan transactions, supported by multi-layer redundancy that ensures zero business interruption. The combination of automation, expert human judgment, and robust processes has transformed what was our most time-consuming operation into a competitive advantage.”