{
 "schema_version": 1,
 "generated": "2026-10-24",
 "repo": "fsdatalab/quail",
 "name": "quail",
 "owner": "fsdatalab",
 "slug": "fsdatalab-quail",
 "github": "https://github.com/fsdatalab/quail",
 "what": "Quail is an open-source inference engine that runs LLM-powered AI functions over large datasets from SQL on your own GPUs.",
 "why": "168 stars, launched 84 days ago",
 "language": "Python",
 "requirements": [
  "Python 3.12",
  "An NVIDIA CUDA GPU from the supported list (for example H100 SXM)",
  "uv installed to run the pip install command",
  "A table of text rows (for example reviews with an id and a body column)"
 ],
 "audience_note": "Data engineers and analysts with a CUDA GPU who want to run LLM filters, extraction, scoring, or classification over tables from SQL or Python.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/fsdatalab-quail/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "fsdatalab-quail--filter-table-rows-with-llm-in-sql",
   "title": "Filter table rows with an LLM question in SQL",
   "best": true,
   "url": "https://dedupedai.com/use-cases/fsdatalab-quail/filter-table-rows-with-llm-in-sql/",
   "json": "https://dedupedai.com/use-cases/u/fsdatalab-quail/filter-table-rows-with-llm-in-sql.json"
  },
  {
   "id": "fsdatalab-quail--extract-answers-from-text-column",
   "title": "Extract answers from a text column with AI.EXTRACT",
   "best": false,
   "url": "https://dedupedai.com/use-cases/fsdatalab-quail/extract-answers-from-text-column/",
   "json": "https://dedupedai.com/use-cases/u/fsdatalab-quail/extract-answers-from-text-column.json"
  },
  {
   "id": "fsdatalab-quail--run-long-llm-job-on-gpu-server",
   "title": "Run a long LLM query on a GPU server and reconnect later",
   "best": false,
   "url": "https://dedupedai.com/use-cases/fsdatalab-quail/run-long-llm-job-on-gpu-server/",
   "json": "https://dedupedai.com/use-cases/u/fsdatalab-quail/run-long-llm-job-on-gpu-server.json"
  },
  {
   "id": "fsdatalab-quail--port-snowflake-ai-filter-queries",
   "title": "Run Snowflake AI_FILTER style queries on your own GPU",
   "best": false,
   "url": "https://dedupedai.com/use-cases/fsdatalab-quail/port-snowflake-ai-filter-queries/",
   "json": "https://dedupedai.com/use-cases/u/fsdatalab-quail/port-snowflake-ai-filter-queries.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}