Can iDBQuery work in any industry that has data?

iDBQuery is industry-agnostic by design. It does not assume what your data means — it connects to your sources, introspects their structure, and lets a semantic layer learn your specific terminology. That is why the same product works across finance, education, research, operations, real estate, retail, SaaS, healthcare admin, nonprofits, and manufacturing.

What makes it work anywhere:

• Universal connectivity — MySQL, PostgreSQL, MongoDB, Excel, CSV, Google Sheets, PDFs, and REST APIs, joined into one live queryable model.
• No assumptions about your schema — the semantic layer annotates even cryptic, obscure databases so the AI understands them.
• Plain language in, cited answers out — every figure traces back to its exact source row, in any domain.
• No warehouse, no pipeline — sources are queried in place, so setup is the same fast path regardless of sector.

We ship tuned experiences for several verticals — finance/FP&A, K-12 schools, academic research, operations, and real estate — but those are configurations on top of a general engine, not separate products. If your industry has databases, spreadsheets, documents, or APIs, iDBQuery can chat with them.

Deployment flexes to any environment too: cloud, your own VPC, fully air-gapped, a local Desktop app, or embedded in your own product via the SDK. If you have data and questions, the fit holds.