Data cleaning consumed weeks per model test. An AI pipeline now automates the process, freeing 75% of the team to build new features.
A tech-enabled real estate agency in Cambodia holds a decade of proprietary data and seeks to professionalize a market where 95% of agents operate without a license.
Engineers spent weeks manually cleaning inconsistent records for a single AI model test, effectively trapping technical talent in maintenance work....
“We were trapped. Every time new data came with a different structure, our engineers had to stop everything to adjust our internal tools. We weren't moving forward; we were just trying to keep up.”
Real estate agency and property marketplace for rentals and sales in Cambodia.
Worked with Pointer to help map its migration strategy to Google Cloud
Cloud computing services, AI infrastructure, and data analytics platforms for enterprises.
Pointer's Property valuation and listings is part of this use case:
Related implementations across industries and use cases
Complex forms stalled sellers. Multimodal AI now drafts listings from video, cutting setup time to minutes.
Millions of requests choked self-hosted search. Hybrid vector search now powers 10k daily AI tasks with 40% higher accuracy.
Sellers spent 10 minutes researching and drafting listings. AI now generates them from a photo, cutting the work to seconds.
Captioning 10,000 images consumed 333 hours of human effort. AI now completes the workflow in under 15 hours.
Field sensors were costly and prone to theft. Vertex AI analyzes satellite radar to verify drainage with 99.6% accuracy.
Data silos blocked real-world simulation. Now, teams validate site physics and safety risks on a unified digital twin.
A fragmented tech stack created cumbersome workflows for agents. Now, AI automatically routes cases, slashing first response time from 144 to 34 mins.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.
Moderation couldn't keep pace with 600M users. AI agents now filter toxicity while models recognize 2.5B objects to refine search.
Data cleaning consumed weeks per model test. An AI pipeline now automates the process, freeing 75% of the team to build new features.
A tech-enabled real estate agency in Cambodia holds a decade of proprietary data and seeks to professionalize a market where 95% of agents operate without a license.
Engineers spent weeks manually cleaning inconsistent records for a single AI model test, effectively trapping technical talent in maintenance work....
“We were trapped. Every time new data came with a different structure, our engineers had to stop everything to adjust our internal tools. We weren't moving forward; we were just trying to keep up.”
Real estate agency and property marketplace for rentals and sales in Cambodia.
Worked with Pointer to help map its migration strategy to Google Cloud
Cloud computing services, AI infrastructure, and data analytics platforms for enterprises.
Pointer's Property valuation and listings is part of this use case:
Related implementations across industries and use cases
Complex forms stalled sellers. Multimodal AI now drafts listings from video, cutting setup time to minutes.
Millions of requests choked self-hosted search. Hybrid vector search now powers 10k daily AI tasks with 40% higher accuracy.
Sellers spent 10 minutes researching and drafting listings. AI now generates them from a photo, cutting the work to seconds.
Captioning 10,000 images consumed 333 hours of human effort. AI now completes the workflow in under 15 hours.
Field sensors were costly and prone to theft. Vertex AI analyzes satellite radar to verify drainage with 99.6% accuracy.
Data silos blocked real-world simulation. Now, teams validate site physics and safety risks on a unified digital twin.
A fragmented tech stack created cumbersome workflows for agents. Now, AI automatically routes cases, slashing first response time from 144 to 34 mins.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.
Moderation couldn't keep pace with 600M users. AI agents now filter toxicity while models recognize 2.5B objects to refine search.