EzInsights AI

EzInsights AI builds a graph of your entities, the relationships between them, your metrics, and your business rules. Agents reason against that graph rather than guessing from raw text. The vendor says this grounding keeps answers from drifting as the data grows, and it is the piece that separates the product from a general purpose chatbot pointed at a database.

The platform routes work through a fixed workflow engine instead of chaining prompts. Specialized agents handle defined steps and pass results along, which the company says cuts the freeform guessing that causes hallucinations. For buyers, that means the output is repeatable: the same question follows the same path each time.

This framework targets the analytics side. It reads structured data from warehouses and lakes and unstructured content from documents, then covers questions in text to SQL, dashboards, and narrative reports. The vendor puts accuracy at 80 to 92 percent for text to SQL, a range wide enough that results will vary by data quality and schema design.

Six agents cover code quality, QA, CI/CD, SRE, compliance, and architecture work. The idea is to catch problems in the pipeline before they reach production and to give engineers a single view that spans code, logs, tickets, and dashboards. It is a crowded space, so the differentiator is having it live on the same platform as the data side.

EzCoworker is the conversational layer aimed at people outside engineering. The company claims 40 to 70 percent token cost reductions and 90 percent adoption by non developers, which points to a design goal of reaching staff who would never open a SQL editor. Adoption and token savings are vendor reported and will move with your own usage.

The platform offers row level permissions, PII masking, audit logs, VPC isolation, and an air gapped mode, and the company describes the architecture as SOC 2 ready. For regulated buyers, air gapped deployment is the notable one, since many cloud analytics tools cannot run fully offline. The claim is readiness rather than a completed certification, so verify the current status before you rely on it.

EzInsights ships domain packs with built in frameworks and compliance rules. The finance pack covers claims engine testing, policy rule validation, regulatory mapping, and AML detection, and the company says deployment takes one to three days. Packs are the fast path for teams that want value before they build custom workflows.