← The Workbench

Product Data Agents

Talk to Your Data

Calliope Data Agents make your databases, notebooks, and datasets conversational, governable, and deeply usable.

Your data holds the answers you need —

But traditional exploration workflows bury insight under fragile queries, disconnected tools, and slow manual analysis.

Exploration shouldn’t feel like excavation. It should feel like conversation — governed, optimized, and built for scale.

If you’re stuck with:

You’re moving slower than you have to — and leaving insights buried.

  • SQL queries you tweak endlessly just to find simple patterns
  • Notebooks you manually update, rerun, and patch to follow a new idea
  • Blind spots because your tooling can’t surface multi-layered relationships on demand

Calliope Data Agents transform your databases, notebooks, and datasets into live, conversational systems.

Query relational databases (Postgres, MySQL), NoSQL stores (MongoDB, DynamoDB), and vector indices (Pinecone, FAISS) seamlessly

Generate intelligent queries, optimize execution paths, visualize emerging patterns — all from a single unified agent interface.

Features

01

Live, Intelligent Data Interaction

Connect directly to SQL, NoSQL, and vector stores with fine-tuned connectors and dynamic schema discovery Ask natural language questions; receive optimized, explainable queries mapped to real datasets Surface joins, aggregations, and latent patterns in seconds — no manual stitching

Live, Intelligent Data Interaction
(screenshot)
02

Notebook-Integrated Discovery

Conversational agents embedded into Jupyter, Colab, and VSCode notebooks Auto-generate experiments, reparameterize models, visualize outputs dynamically Refactor experimental workflows on demand without breaking reproducibility guarantees

Notebook-Integrated Discovery
(screenshot)
03

Governed Access and Auditability

Build RBAC-bound capabilities and scoped credential passing Automated agent scaling: one agent, one cluster, or one thousand — fully orchestrated Real-time tracing, failover recovery, and progressive rollout strategies built in

Governed Access and Auditability
(screenshot)

Calliope Agents are already reshaping how teams build multi-agent workflows, RAG systems, automated research assistants, and autonomous dev pipelines

— all while preserving operational control and security. Because building real AI systems demands more than brittle scripts and blind trust — it demands engineering you can count on.

Explore the Building Blocks