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SYMBIOTIC AI

Responsible AI Readiness, Powered by Priorgate CMIS

Current Stage

Symbiotic AI is pre-revenue and preparing its first paid AI Governance Readiness Assessment.

Pilot Preparation

AI Governance Readiness

Know where AI can proceed, where it needs review, and where it should stop.

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.

Symbiotic AI logo representing CMIS governance before generation
Clear boundaries before broader AI use.
Engagement10 Business Days
Initial ScopeOne Agreed Workflow
Representative Examples20-50 Scenarios
Launch Price$5,000 Fixed Fee

The Initial Offer

Priorgate CMIS AI Governance Readiness Assessment

A bounded engagement for an organization that wants useful governance evidence before committing to a larger AI deployment.

Customer challenge

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.

Assessment method

Evaluate representative workflows safely.

Using synthetic, anonymized, or representative examples, CMIS records whether each case should be approved, safely refined, blocked, or elevated for human review.

Customer result

Leave with findings and next steps.

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

One workflow. Clear evidence. A practical decision.

Days 1-2

Define the Boundary

Confirm one workflow, available policy context, representative examples, and the data-handling boundary.

Days 3-7

Evaluate the Scenarios

Normalize 20-50 examples and review approve, refine, block, and elevate outcomes with traceable reasons.

Days 8-10

Deliver the Findings

Prepare the readiness report, present material risks and limitations, and recommend practical next actions.

Who It Helps

Public-serving and compliance-sensitive organizations

The starting point is an organization evaluating a real AI-assisted workflow where policy boundaries, traceability, and human authority matter.

Public Agencies and Workforce Programs

Administrative, guidance, training, intake, or eligibility-adjacent workflows that require careful boundaries and human review.

Higher Education and Student Services

Advising and policy-sensitive workflows where teams need to understand readiness risks before broader AI adoption.

Professional-Service Teams

Advisory, audit, legal-operations, and compliance teams working with sensitive content and accountable processes.

Responsible AI Leaders

Teams that need a structured starting point for governance evidence, escalation paths, and an informed pilot decision.

What Makes It Different

Governance decisions, not another generic AI report

Bounded Scope

One workflow and a defined set of representative examples keep the first engagement practical and reviewable.

Recorded Outcomes

Each accepted scenario receives a governance outcome and a reason or boundary that can be reviewed by people.

Human Authority

CMIS supports governance review; it does not replace organizational policy, legal counsel, or accountable decision-makers.

Clear Boundaries

What this assessment is not

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

Built for repeatable, evidence-aware evaluation

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.

Application Tests153 Passed
Service Tests29 Passed
Evaluation OutcomesApprove / Refine / Block / Elevate
Data Starting PointSynthetic or Anonymized

First Client Goal

Move from AI uncertainty to a responsible next step.

Symbiotic AI is seeking its first organization for the fixed-scope $5,000 Priorgate CMIS AI Governance Readiness Assessment.