IndustryEnterprise data / Middleware

DataWeaver

Five specialized agents cut cross-database natural-language queries from 2–3 days to 10 seconds.

What the agent takes off people's plates

Core capabilities

Multi-step reasoning + hybrid retrieval (keyword/vector/semantic), 14 layers of SQL-injection defense.

Auto-infers the best chart type and produces interactive charts — no BI tool setup.

Conversational weekly/monthly reports, scheduled delivery to DingTalk, WeCom, Slack, Lark.

Threshold and anomaly detection with cross-channel alerts (13+ messaging channels).

RAG document QA + knowledge graph, federated across PostgreSQL, MySQL, Oracle, ClickHouse, MongoDB.

Quantified before / after

Role

Before

After

Operations Director

BeforeWaited 2–3 days for IT to build each report

AfterAsks a question, gets a chart in 10 s

Finance Manager

BeforeReconciled three systems manually in Excel

AfterA single federated query returns the answer

CEO

BeforeAsked an assistant to prep 20 charts the day before

AfterAsks the agent on the way in, gets answers instantly

Sales Manager

BeforeNeeded IT to write SQL for conversion analysis

AfterSelf-serve answers, same-day playbook iteration

IT Director

BeforeAlways writing ad-hoc reports for business teams

AfterSelf-hosted open-source freed them for architecture & security