AI agent use cases for data teams
How data teams put AI agents to work: real deployments with the results they reported, and recipes you can try. Every example links to its source.
How The AA answered routine trading questions in Teams with Databricks Genie
UK roadside assistance provider The AA used the Genie Conversation API to answer trading teams' routine data questions inside Microsoft Teams. Databricks reports faster answers to…
Databricks reports a 70% efficiency gain in answering routine queries.
Run LangChain's Open Deep Research multi-agent pipeline locally
LangChain's open-source deep research agent, built on LangGraph, runs research sub-agents in parallel, compresses what they find and writes a final report. It works with many mode…
On Deep Research Bench, the default GPT-4.1 configuration scored 0.4309 and the GPT-5 configuration 0.4943.
How Spotify migrated about 1,800 data pipelines with its Honk background coding agent
Spotify used Honk, its internal background coding agent built on Claude Code capabilities, to move downstream consumers off two deprecated datasets. The agent opened 240 migration…
As reported by Spotify, the team 'successfully rolled out 240 automated migration PRs using Fleetshift'.
Automate a web task in natural language with Stagehand
Stagehand's starter project scripts a browser with plain-English instructions. act, extract and observe handle single steps, and agent runs a multi-step task on its own.
A TypeScript script that clicks, extracts and inspects pages from short instructions.
How Nubank split a 6-million-line ETL monolith with Devin
Nubank had Devin carry out the repetitive sub-tasks of breaking its ETL monolith into sub-modules, with engineers reviewing every change. Cognition reports large gains in speed an…
As reported by Cognition: an '8x engineering time efficiency gain' and '20x cost savings'.
How NBIM rolled out Claude to investment and compliance staff
NBIM, which manages Norway's sovereign wealth fund, deployed Claude across investment research, ESG analysis, compliance and data operations. Anthropic reports weekly time savings…
According to Anthropic, employees save 20% of their week on the analytical and operational work they now do with Claude.
How Modal gave non-data teams self-serve analytics with Hex agents
Serverless compute company Modal connected its warehouses to Hex and let staff ask data questions through Hex's agents, including from Slack. Hex reports faster analysis and wider…
Hex reports multi-day analysis compressed to under 24 hours (75% faster).
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Where these examples come from
Every example links to its source: a company's own engineering blog, a vendor's customer story, official documentation or a public write-up. AgentGid writes the summary; the figures under “Results” are quoted from the source as it reports them, and most customer stories are published by the vendor of the tool, so read them as the vendor's claims. Recipes follow the official docs at the time we checked them; tools change quickly, so the linked docs are the reference.
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