How QuietNode runs work.
QuietLens BI answers with read-only access. QuietMend is designed to prepare changes behind a human approval. Both follow the same steps: intake, scope, plan or investigate, validate, approve, answer or raise a pull request, audit.
Seven gates. Every run.
Whether the work is a question about a dashboard or a data ticket, it follows the same explicit stages. QuietLens runs them today against a demo warehouse. QuietMend is designed to, and has never run against live systems.
Intake
A ticket or a business question arrives.
Scope
Scope and access are set before work begins.
Plan / Investigate
A deterministic plan or an evidence-gathering trace.
Validate
Validators and policy checks run against the work.
Approve
For QuietMend, a human approves access by design.
Answer / PR
A checked answer is delivered, or a PR is raised.
Audit
The full run record is retained for review.
One model · two AI employees
QuietMend
AI data engineer · in development
By design, an assigned Jira ticket becomes a plan, then a pull request through your reviewers and CI. It is designed to ask for short-lived access scoped to the ticket.
QuietLens BI
AI data analyst · read-only
A plain-English question becomes one checked, read-only query against the warehouse behind the dashboard, and an answer with the figure, the period, and how current the data is.
Every run produces artifacts.
No invisible work. Each run — execution or investigation — leaves the records your reviewers, owners, and auditors need.
Scope + access policy
What the run was allowed to touch — fixed before any work began.
Plan or investigation trace
Every step the AI employee took, in order, tied to the approved scope.
Validators + evidence pack
The checks that ran and the evidence collected along the way.
Approval record
Who reviewed the run, what they saw, and what they decided.
PR or operational ticket
Output lands in the workflow your team already reviews and merges.
Audit timeline
A complete, replayable record of the run, kept for audit.
First AI employee deployment
Run the operating model on one workflow.
Evaluations start with QuietLens BI on one Power BI dashboard. QuietMend is in development.