Governed Analytics
When every off-dashboard question becomes an analyst ticket, we build governed answer workflows with approved data scopes, visible SQL, business definitions, and validation before rollout.
Workflow Value
When every operational question requires a data engineer to write custom SQL, decision-making slows and data teams become a queue. We implement governed answer workflows so approved users can ask recurring questions without bypassing controls.
Generic text-to-SQL tools can join the wrong tables, use the wrong business definition, or ignore permission boundaries. Our systems use approved semantic context, verified joins, visible SQL, and validation questions before teams rely on the output.
Every plain-English question produces inspectable SQL, result tables, charts where useful, and an answer narrative. Data owners can review the generated query, business definitions, filters, and source scope before trust is expanded.
We deploy within your VPC. The system connects to Snowflake, BigQuery, or PostgreSQL using read-only credentials. It enforces your existing Row-Level Security (RLS) policies by injecting user identity context into every generated query.
Workflow Architecture
Every solution is implemented as a controlled workflow, not a loose chatbot. The system operates inside approved data and tool scopes, produces inspectable outputs, and routes judgment back to the right human owner.
Define the exact workflow, input sources, business rules, user roles, output format, and what the AI agent is allowed to do.
Pull only approved documents, records, ERP context, control libraries, or playbooks before the agent drafts or acts.
Generate findings, matrices, notes, SQL-backed answers, or queues with source references, exception reasons, and confidence signals.
Measure reviewer edits, pass/partial/fail outcomes, time saved, exception quality, and adoption before moving to adjacent workflows.
FAQ
No. We connect to existing warehouses such as Snowflake, BigQuery, or Postgres using read-only credentials and approved network paths.
Yes. We implement a semantic layer that maps your complex database schema into clear business definitions, allowing the AI to generate accurate queries.
Bring the workpaper, evidence review, diligence process, ERP answer queue, or reporting loop that consumes the most hours. We will map a practical workflow around your methodology.