Daily updates delayed new content. A unified database now runs twice-daily refreshes with zero downtime.
An AI entertainment platform hosting millions of simultaneous conversations across a massive dataset of user-generated characters.
The legacy search stack updated indices only once every 24 hours, preventing new content from appearing quickly, while complex restarts delayed...
Conversational AI platform for creating and interacting with custom digital characters.
In-memory data platform for real-time applications, caching, and vector search.
Character.AI's Real-time search is part of this use case:
Related implementations across industries and use cases
Similarity search mixed up Q3 and Q4 earnings. Hybrid AI now anchors retrieval with keywords and learns from human fixes instantly.
Manual review of sensitive files took two days. AI agents now finish the work in one hour.
Adding one attribute to a 300M-item catalog took days of rebuilds. Unifying vector and product data unlocked real-time hybrid search.
Similarity search mixed up Q3 and Q4 earnings. Hybrid AI now anchors retrieval with keywords and learns from human fixes instantly.
Retrieving specific files meant weeks of full server restoration. AI now queries archives to fetch records in seconds.
Sequential AI testing bottlenecked development. Engineers built a concurrent, code-first pipeline to evaluate agent responses in seconds.
Accountants manually scoured mailboxes to assemble 15 subsidiary workbooks. Now, staff-built AI agents pull invoice data for instant review.
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.
Daily updates delayed new content. A unified database now runs twice-daily refreshes with zero downtime.
An AI entertainment platform hosting millions of simultaneous conversations across a massive dataset of user-generated characters.
The legacy search stack updated indices only once every 24 hours, preventing new content from appearing quickly, while complex restarts delayed...
Conversational AI platform for creating and interacting with custom digital characters.
In-memory data platform for real-time applications, caching, and vector search.
Character.AI's Real-time search is part of this use case:
Related implementations across industries and use cases
Similarity search mixed up Q3 and Q4 earnings. Hybrid AI now anchors retrieval with keywords and learns from human fixes instantly.
Manual review of sensitive files took two days. AI agents now finish the work in one hour.
Adding one attribute to a 300M-item catalog took days of rebuilds. Unifying vector and product data unlocked real-time hybrid search.
Similarity search mixed up Q3 and Q4 earnings. Hybrid AI now anchors retrieval with keywords and learns from human fixes instantly.
Retrieving specific files meant weeks of full server restoration. AI now queries archives to fetch records in seconds.
Sequential AI testing bottlenecked development. Engineers built a concurrent, code-first pipeline to evaluate agent responses in seconds.
Accountants manually scoured mailboxes to assemble 15 subsidiary workbooks. Now, staff-built AI agents pull invoice data for instant review.
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.