The People Decision Engine · Decision Replay

One decision. 72 hours. A written $1M evidence bar.

Bring one repeated people decision and at least two years of linked decisions and measured outcomes. We confirm data sufficiency first. Your finance team sets the $1M evidence bar in writing. The replay then shows whether your historical record clears it. That finding is historical evidence, not realized savings.

First step
Fit and scope
History required
At least two years of linked decisions and measured outcomes
Production data here
None
Replay dataset
Deidentified, delivered under MNDA, and accepted
Clock
Starts after dataset acceptance
Live decisions
Untouched
What happens next

Establish fit before anyone shares production data.

We begin with one repeated people decision and at least two years of linked decisions and measured outcomes. The initial exchange is enough to determine whether a historical replay may be feasible.

If the decision fits, Nodes confirms data sufficiency and your finance team sets the $1M evidence bar in writing. The data owners and decision owner then define the evidence boundary under a signed MNDA.

A Decision Replay asks a narrow question: does the historical record clear the $1M evidence bar your finance team approved?

A useful replay needs
  • A repeated decision with a clear owner.
  • An outcome the organization already measures.
  • At least two years of linked decisions and measured outcomes with sufficient volume and data quality.
  • A finance owner who can set the evidence bar in writing.
Data boundary

The boundary is clear before data moves.

The first inquiry establishes fit. Security and data owners control every step that follows.

Initial request
No production data
Send contact details, a role or decision area, and optional context. That establishes fit without starting the replay clock.
Replay clockNot started
Historical replay
Read-only evidence
The agreed deidentified dataset is delivered under a signed MNDA and accepted before the clock starts.
Live workflowUntouched
Production architecture
Customer-controlled VPC
Nodes is VPC-resident and single-tenant, with zero customer production-data egress. The customer owns the model weights.
Decision authorityNamed human
Before you send

Questions about the first step.

The request is intentionally small. Its job is to establish whether there is a decision worth replaying.

01What should I send in the first request?+

Your name, work email, company, and role or decision area. Add one sentence of context if useful. Do not send production data through this form.

02What makes a decision a fit for replay?+

The decision repeats, and at least two years of linked decisions and measured outcomes meet the agreed volume, linkage, and data-quality requirements. We confirm that before the clock can start.

03When is production data considered?+

After a signed MNDA and an agreed evidence boundary. The replay uses an accepted deidentified dataset from completed cases, read-only, and leaves live decisions untouched.

04When does the 72-hour clock start?+

Only after Nodes confirms data sufficiency, your finance team sets the $1M evidence bar in writing, and the agreed deidentified dataset is delivered under a signed MNDA and accepted by Nodes. Submitting this form does not start the clock.

05What happens if the record does not clear the $1M bar?+

There is no production fee. You keep the analysis.

06Where does data live after deployment?+

Inside the customer's VPC. The deployment is single-tenant, has zero customer production-data egress, and uses customer-owned weights. Review the architecture and security posture.

07Who makes the final decision?+

A named person. Nodes supplies a recommendation, the evidence behind it, and the value of action or inaction. The human can approve, edit, delay, or decline it.

One decision. 72 hours. A written $1M evidence bar.

Bring one repeated people decision and at least two years of linked decisions and measured outcomes. After the agreed deidentified dataset is delivered under a signed MNDA and accepted by Nodes, the clock starts. Nodes then shows whether the historical record clears the bar. If the record falls short, there is no production fee and you keep the analysis.

01At least two years of linked decisions and measured outcomes
02A written $1M bar set by your finance team
03A deidentified dataset delivered under MNDA and accepted
04Read-only replay with no live decisions touched
Request a Decision Replay · Nodes