AI governance built on verifiable decision records
Our vision
A world where every important AI-assisted decision can be explained, reviewed and proven by anyone entitled to ask.
When a decision is challenged, can you show the recorded evidence, the rule applied, the human approval and the outcome?
Stanzora is built for that moment. In V1, each AI-assisted decision becomes a portable record that preserves the evidence, the rule applied and the human review. Authorized reviewers will be able to check that record independently, without relying on Stanzora's systems.
MVP in development, working demo available, launch in 2027. We are looking for design partners: organizations that test Stanzora early and help shape it. Working demo with simulated data. The V1 capabilities described on this site are still being built and have not been independently validated.
The problem
You may already have AI policies, risk assessments and activity logs. But when one specific decision is challenged by an auditor, a regulator or the person affected, the questions get precise.
A log tells part of the story. A verifiable decision record preserves what you need to examine the whole sequence. That is the layer Stanzora focuses on.
How it works
The first release of Stanzora is being built around four capabilities. Each one answers a question buyers ask when a decision is under scrutiny.
Portable records. Independent verification.
Export a decision record in a documented format. An authorized reviewer will be able to check its integrity with an offline verifier, without a Stanzora account or a connection to Stanzora services.
What this means: Verifying an exported record should never depend on continued access to the platform.
Your infrastructure. Your data controls.
In V1, Stanzora runs in an environment you control, so decision evidence is not sent to services operated by Stanzora.
What this means: You can assess Stanzora against your own hosting, security and information-management rules.
Integrity is not completeness.
An intact record is not always a complete one. In V1, Stanzora shows what was recorded and what is missing side by side, such as an absent source, approval or outcome.
What this means: A clean integrity check never hides an incomplete file.
The original decision stays intact.
When a decision is contested, Stanzora links the original record to the challenge, the review, the reasons and any revised outcome. Nothing is silently overwritten.
What this means: You can show how a challenge was handled and what changed.
Independent verification
The real test of a decision record is whether someone outside your team can check it. This is the planned V1 workflow.
PLANNED V1 WORKFLOWExport the decision record and its evidence package in a documented format.
Run the offline verifier on any machine. No Stanzora account, network connection or vendor service is needed.
Get two separate answers: whether the record has changed since it was sealed, and whether expected evidence is missing.
Verification shows that a record is unchanged and what it contains. It does not show that the decision was lawful, fair or correct. That judgment stays with your organization.
The product
Stanzora is built around one connected decision journey, not another collection of dashboards.
What was known when the decision was made: request, evidence, rule version, recommendation, reviewer and outcome.
What was recorded and what is missing, shown separately from the integrity status.
The original decision and everything that followed: challenge, reviewer, reasons and linked revision.
A portable decision file and the steps to check it independently.
Product preview. The working demo uses simulated data, and some views shown here are planned for V1 rather than finished features.
Works alongside your stack
Stanzora does not replace your AI governance platform, model registry or risk tools. It sits underneath them as the record layer: the case file you can hand to an auditor, regulator or reviewer.
Policies, controls, inventories, assessments and oversight.
Recorded evidence, applicable rules, human actions, outcomes and later challenges.
Interoperability with third-party platforms is part of the product direction. No production integrations are claimed today.
Security and deployment
Planned for V1. Security documentation is available on request with a demo.
Stanzora is deployed in infrastructure you control. Decision evidence stays there.
Stanzora staff have no access to your records unless you grant it.
Assess it against your own hosting, security, retention and data-residency policies.
Stanzora is not model validation, bias testing, model monitoring or a replacement for your governance platform. It records the decision. Those tools do the rest.
This deployment model has not yet been validated in production.
Who it is for
When eligibility, benefits or program decisions are challenged.
Document how an automated recommendation influenced an administrative decision, who reviewed it and how any challenge was handled.
When an AI-assisted assessment needs a closer look.
For risk, compliance and audit teams reviewing lending, claims and eligibility decisions. It complements existing financial controls rather than replacing them.
When the record matters as much as the recommendation.
Document AI-assisted recommendations, professional review and resulting actions. Stanzora does not replace qualified professional judgment.
Illustrative examples
An applicant appeals a denial. The record shows the evidence used, the policy version and who approved the decision.
A flagged claim is reviewed. The file shows the AI recommendation, the adjuster's decision and the reasons.
A declined applicant asks why. The record holds the factors considered and the human sign-off.
Regulatory context
Stanzora's planned capabilities address record-keeping and review needs relevant to the frameworks below. Applicability depends on your organization, jurisdiction and use case.
Using Stanzora does not by itself make an organization compliant. Each organization remains responsible for determining which obligations apply and for meeting them.
FAQ
Stanzora is an AI governance product in development, focused on verifiable records of AI-assisted decisions. It preserves the evidence, rules, recommendations, human actions and outcomes behind individual decisions.
Governance platforms usually manage AI systems, policies, risk assessments and organizational controls. Stanzora focuses on the record of a specific decision, which an authorized party can verify without trusting the vendor. It complements those platforms rather than replacing them.
That is a core goal for V1: exported records that can be checked with an offline verifier, without a Stanzora account or a connection to its services. This capability is still being developed and tested.
That a record has not changed since it was sealed, and which expected elements are present or missing. It does not prove that a decision was lawful, fair or correct. That judgment stays with your organization.
Stanzora preserves the information that supports an explanation of how a decision was reached. It cannot establish facts that were never recorded, and it does not claim to reveal a model's internal reasoning.
The planned challenge workflow keeps the original record and links the review, the reasons and any revised outcome to it. It supports your existing appeal or recourse process. It does not replace legal or administrative procedures.
Stanzora is being built with obligations such as transparency, explanation, human involvement and recourse in mind, and can help organize the relevant evidence. Using it does not by itself make an organization compliant.
No. Stanzora records AI-assisted decisions and the actions of the people who review or authorize them. Accountability stays with your organization.
V1 is planned for deployment in an environment you control, so decision evidence is not sent to services operated by Stanzora. This deployment model has not yet been validated in production. Deployment details are covered in the demo.
Pricing is discussed during the demo, based on scope and deployment.
Not yet. Stanzora is an MVP in development with a working demo that uses simulated data. Launch is planned for 2027, and there are no customer deployments or pilots at this stage. You can request a demo below.
Walk through one contested decision in our simulated-data demo, from the AI recommendation to human review, challenge and verification, and tell us what your organization would need.
Thank you. Your request has been sent. We will reply by email.
Your request could not be sent. Please write to Info@stanzora.com.
Prefer email? Write to Info@stanzora.com
Stanzora is in development. The demo uses simulated data. Launch planned for 2027.