AI plans are moving faster than governance clarity.
Policies, responsibilities, evidence, and escalation paths may be scattered or incomplete, making it difficult to decide where AI-assisted work is ready to proceed.
Responsible AI Readiness, Powered by Priorgate CMIS
AI Governance Readiness
Symbiotic AI LLC helps public-serving and compliance-sensitive organizations examine an AI-assisted workflow before expanding its use.
Our fixed-scope Priorgate CMIS assessment evaluates representative scenarios, records governance outcomes, and turns the findings into practical next steps for leadership and human review.
The Initial Offer
A bounded engagement for an organization that wants useful governance evidence before committing to a larger AI deployment.
Policies, responsibilities, evidence, and escalation paths may be scattered or incomplete, making it difficult to decide where AI-assisted work is ready to proceed.
Using synthetic, anonymized, or representative examples, CMIS records whether each case should be approved, safely refined, blocked, or elevated for human review.
The organization receives a private readiness report, sample decision traces, a findings briefing, and a recommended scope for any future pilot.
10-Business-Day Process
Confirm one workflow, available policy context, representative examples, and the data-handling boundary.
Normalize 20-50 examples and review approve, refine, block, and elevate outcomes with traceable reasons.
Prepare the readiness report, present material risks and limitations, and recommend practical next actions.
Who It Helps
The starting point is an organization evaluating a real AI-assisted workflow where policy boundaries, traceability, and human authority matter.
Administrative, guidance, training, intake, or eligibility-adjacent workflows that require careful boundaries and human review.
Advising and policy-sensitive workflows where teams need to understand readiness risks before broader AI adoption.
Advisory, audit, legal-operations, and compliance teams working with sensitive content and accountable processes.
Teams that need a structured starting point for governance evidence, escalation paths, and an informed pilot decision.
What Makes It Different
One workflow and a defined set of representative examples keep the first engagement practical and reviewable.
Each accepted scenario receives a governance outcome and a reason or boundary that can be reviewed by people.
CMIS supports governance review; it does not replace organizational policy, legal counsel, or accountable decision-makers.
Clear Boundaries
It is not a legal opinion, compliance certification, penetration test, production integration, continuous monitoring service, autonomous eligibility system, or guarantee that an external AI model is correct.
No student, health, financial, authentication, or other regulated records are accepted without a separate written agreement and approved handling plan.
Delivery Foundation
The current foundation includes a containerized FastAPI application, typed request and response schemas, automated application and service tests, representative decision traces, and an AWS deployment path.
First Client Goal
Symbiotic AI is seeking its first organization for the fixed-scope $5,000 Priorgate CMIS AI Governance Readiness Assessment.