Search data kept in RAM required unsustainable hardware. A managed vector DB slashed costs and freed engineers to build AI agents.
A patent intelligence platform providing strategic insights on M&A and portfolio analysis for diverse industries, including the automotive sector.
The team initially built semantic search capabilities on a Lucene-based AWS service that required keeping all data in RAM to function. This setup was...
“We were trying to squeeze a vector database into what is not really a vector database, and it was super expensive and just not good. It was just the wrong technology, a complete overkill for the mathematical problem of approximate nearest neighbor search.”
AI-powered patent intelligence and monitoring platform for IP and R&D teams.
Open-source vector database for building AI applications and search experiences.
Predori's Patent research is part of this use case:
Related implementations across industries and use cases
Attorneys juggled fragmented tools to search 50,000 cases. An AI orchestrator now routes queries to sub-agents in a single chat.
Millions of requests choked self-hosted search. Hybrid vector search now powers 10k daily AI tasks with 40% higher accuracy.
Manually searching sensitive legal archives risked partial answers. Now, secure on-prem AI retrieves citation-backed arguments.
Attorneys juggled fragmented tools to search 50,000 cases. An AI orchestrator now routes queries to sub-agents in a single chat.
Manually searching sensitive legal archives risked partial answers. Now, secure on-prem AI retrieves citation-backed arguments.
Teams manually transcribed complex 300-page tax forms. Now, a specialist annotates one page and AI trains custom extraction models.
Isolated pilots couldn't overcome lawyer autonomy. A mandatory global rollout systematically redesigned core legal workflows with AI.
Protecting users from harmful on-device AI required internet. A powerful safety AI now runs directly on the PC, guarding users even when offline.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.
Search data kept in RAM required unsustainable hardware. A managed vector DB slashed costs and freed engineers to build AI agents.
A patent intelligence platform providing strategic insights on M&A and portfolio analysis for diverse industries, including the automotive sector.
The team initially built semantic search capabilities on a Lucene-based AWS service that required keeping all data in RAM to function. This setup was...
“We were trying to squeeze a vector database into what is not really a vector database, and it was super expensive and just not good. It was just the wrong technology, a complete overkill for the mathematical problem of approximate nearest neighbor search.”
AI-powered patent intelligence and monitoring platform for IP and R&D teams.
Open-source vector database for building AI applications and search experiences.
Predori's Patent research is part of this use case:
Related implementations across industries and use cases
Attorneys juggled fragmented tools to search 50,000 cases. An AI orchestrator now routes queries to sub-agents in a single chat.
Millions of requests choked self-hosted search. Hybrid vector search now powers 10k daily AI tasks with 40% higher accuracy.
Manually searching sensitive legal archives risked partial answers. Now, secure on-prem AI retrieves citation-backed arguments.
Attorneys juggled fragmented tools to search 50,000 cases. An AI orchestrator now routes queries to sub-agents in a single chat.
Manually searching sensitive legal archives risked partial answers. Now, secure on-prem AI retrieves citation-backed arguments.
Teams manually transcribed complex 300-page tax forms. Now, a specialist annotates one page and AI trains custom extraction models.
Isolated pilots couldn't overcome lawyer autonomy. A mandatory global rollout systematically redesigned core legal workflows with AI.
Protecting users from harmful on-device AI required internet. A powerful safety AI now runs directly on the PC, guarding users even when offline.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.