Search lagged over 1s during homework spikes. Moving to Zilliz Cloud cut latency 70%, delivering answers 5x faster.
An AI learning platform serving 10 million students worldwide with a database of hundreds of millions of verified academic questions.
As the content library scaled, the legacy search system suffered from latency exceeding one second during peak usage hours. The previous provider's...
“We wanted something that could support us going live quickly, out of the box.”
AI-powered study platform for homework help, math solving, and quiz generation.
Vector database platform for building and scaling AI applications.
Solvely's Homework assistance is part of this use case:
Related implementations across industries and use cases
Feedback lagged for 15 seconds. Switching to specialized hardware cut response times to two seconds while halving costs.
Elasticsearch treated creator vectors like log data, aging 400M+ to frozen storage, pushing search to 25s. A vector-native store fixed it.
Teachers spent 20 minutes grading one test. A vector engine now scores handwritten answers instantly, referencing 1 billion+ items.
Queries for "night view" missed "scenic evenings." AI now matches intent across 1.2M properties in <100ms, regardless of phrasing.
Messy ingredient data broke text search, capping matches at 20%. AI semantic search now maps free-form inputs to unlock recipe imports.
Deal data scattered across systems kept sellers from districts. AI unified it—leadership moved from retrospective reports to live intel.
Consultative selling couldn't scale. AI now tags thousands of meeting recordings to targeted skills so managers can actively coach.
Tournaments running simultaneously meant an hour of manual checks each. AI agents now run them in minutes, freeing the team to be proactive.
Large AI training jobs meant fighting for preemptible slots or leaving campus. Marlowe gave any lab guaranteed multi-node access on demand.
Search lagged over 1s during homework spikes. Moving to Zilliz Cloud cut latency 70%, delivering answers 5x faster.
An AI learning platform serving 10 million students worldwide with a database of hundreds of millions of verified academic questions.
As the content library scaled, the legacy search system suffered from latency exceeding one second during peak usage hours. The previous provider's...
“We wanted something that could support us going live quickly, out of the box.”
AI-powered study platform for homework help, math solving, and quiz generation.
Vector database platform for building and scaling AI applications.
Solvely's Homework assistance is part of this use case:
Related implementations across industries and use cases
Feedback lagged for 15 seconds. Switching to specialized hardware cut response times to two seconds while halving costs.
Elasticsearch treated creator vectors like log data, aging 400M+ to frozen storage, pushing search to 25s. A vector-native store fixed it.
Teachers spent 20 minutes grading one test. A vector engine now scores handwritten answers instantly, referencing 1 billion+ items.
Queries for "night view" missed "scenic evenings." AI now matches intent across 1.2M properties in <100ms, regardless of phrasing.
Messy ingredient data broke text search, capping matches at 20%. AI semantic search now maps free-form inputs to unlock recipe imports.
Deal data scattered across systems kept sellers from districts. AI unified it—leadership moved from retrospective reports to live intel.
Consultative selling couldn't scale. AI now tags thousands of meeting recordings to targeted skills so managers can actively coach.
Tournaments running simultaneously meant an hour of manual checks each. AI agents now run them in minutes, freeing the team to be proactive.
Large AI training jobs meant fighting for preemptible slots or leaving campus. Marlowe gave any lab guaranteed multi-node access on demand.