Human-Centered Infrastructure for Institutional AI

AI should increase human capability without weakening human judgment, competence, authorship or accountability.

Prepare people. Redesign work. Govern AI. Verify results.

A platform for institutions that need AI to strengthen the people, decisions, and work they are accountable for.

The Institutional AI Challenge

AI adoption is only the beginning.

Institutions face harder questions than which AI model or tool to purchase.

  • Can our people perform without AI?
  • What responsibilities should remain human?
  • What should AI perform or support?
  • Where must verification occur?
  • Who owns the final decision?
  • How do we know capability actually improved?
  • Can we demonstrate that AI-supported work produced the intended outcome?

AuditDraft Platforms is designed around these questions.

Human capability preserved
Verification by design
Human decision ownership
Evidence and auditability

Featured platform layer

Cohesion IQ™

The institutional intelligence, measurement, governance and cross-application orchestration layer that turns the portfolio into a platform.

“How does leadership see what is happening across the institution and know whether AI-enabled initiatives are producing results?”

Applications

Shop by institutional problem.

Each application has a distinct job. Together, they create a coherent way to prepare people, redesign work, govern decisions and strengthen institutional capacity.

Collection

Prepare People

Help learners and workers develop the knowledge, judgment and verification capability required to work effectively with AI.

AI Ready K–16READINESS / 01

AI Ready K–16™

AI readiness and human-capability development for students and educational institutions

Example: Show whether a student can complete a task without AI, then whether they can complete it well with AI — and document the difference.

“Are learners prepared to use AI without losing independent capability?”

Starting at $18,000/year

AI Ready WorkplaceREADINESS / 02

AI Ready Workplace™

Workforce AI readiness, capability assessment and AI Dependency Risk

Example: Give a department a role-specific readiness baseline so managers can see where capability exists and where training is needed.

“Is the workforce actually ready to work effectively and responsibly with AI?”

Starting at $24,000/year

DentalReadyREADINESS / 03

DentalReady™

Clinical learning, certification readiness and faculty-verified competency

Example: Require clinical reasoning and faculty verification before a learner's AI-supported performance counts as competency.

“Is the learner actually ready for clinical responsibility?”

Starting at $18,000/year

Collection

Redesign Work

Determine what people should do, what AI should do, where verification belongs and who retains decision responsibility.

FlowPilotWORKFLOW / 01

FlowPilot™

AI Workflow Translator™ for deliberate human-AI work allocation

Example: Turn 'Use AI to improve grant development' into a defined workflow showing what staff do, what AI supports, where verification occurs, who decides, and what happens when AI is wrong.

“What should people do, what should AI do, and where must humans verify and decide?”

Starting at $30,000/year

DentalFlowWORKFLOW / 02

DentalFlow™

Dental workflow redesign, AI governance and professional-capability preservation

Example: Identify the tasks inside a practice workflow that should stay with the clinician even when AI could perform them.

“How should the practice redesign work around AI without weakening professional judgment or capability?”

Starting at $24,000/year

Collection

Govern & Verify

Make AI-supported work reviewable, accountable and defensible.

AuditDraftGOVERNANCE / 01

AuditDraft™

Human-controlled document review, editorial accountability and AI assistance audit trails

Example: Every editorial suggestion is accepted or rejected by the author, and the decision record shows who reviewed what.

“How can AI assist with documents without surrendering human authorship and accountability?”

Starting at $18,000/year

Collection

Organize Institutional Intelligence

Connect initiatives, evidence, outcomes, claims and AI governance into executive intelligence.

Cohesion IQINTELLIGENCE / 01

Cohesion IQ™

Institutional intelligence, measurement, governance and cross-application orchestration

Example: Bring readiness, workflow, and funding signals into one executive view so leadership can see whether an initiative is producing results.

“How does leadership see what is happening across the institution and know whether AI-enabled initiatives are producing results?”

Starting at $48,000/year

Collection

Strengthen Funding & Advancement

Transform fragmented funding and advancement activity into structured institutional intelligence and workflow.

FundingIQADVANCEMENT / 01

FundingIQ™

Funder discovery, opportunity intelligence, grant CRM and proposal-development support

Example: Score an opportunity for fit and timing so a team can document a pursue-or-decline decision before committing effort.

“Which funding opportunities should we pursue, and how do we move them toward submission?”

Starting at $18,000/year

GrantsAdminADVANCEMENT / 02

GrantsAdmin™

Grant lifecycle administration, institutional research capacity and CRM interoperability

Example: Track an award from opportunity through closeout with compliance, budget and reporting visible in one place.

“How can institutions manage grants systematically from opportunity through closeout?”

Starting at $24,000/year

Visionary Grant Lens FlowADVANCEMENT / 03

Visionary Grant Lens Flow™

Prospect and advancement intelligence with structured cultivation and next-action workflow

Example: Turn relationship history into a ranked set of next actions for the advancement team.

“Which prospects deserve attention, what should happen next, and why?”

Starting at $24,000/year

Platform architecture

More Than a Collection of AI Applications

AuditDraft Platforms is built around a common institutional AI architecture. The applications address different institutional problems while sharing important principles and capabilities: human capability preservation, human-first practice, AI readiness, human-AI responsibility allocation, verification, decision ownership, evidence, auditability, governance, measurement, interoperability. This creates an integrated approach to institutional AI adoption rather than a collection of disconnected AI tools.

PREPARE PEOPLE

AI Ready K–16™ | AI Ready Workplace™ | DentalReady™

REDESIGN WORK

FlowPilot™ | DentalFlow™

GOVERN & VERIFY

AuditDraft™

MEASURE & ORCHESTRATE

Cohesion IQ™

APPLY TO MISSION-CRITICAL WORK

FundingIQ™ | GrantsAdmin™ | Visionary Grant Lens Flow™

The intelligence is in the architecture

The Intelligence Is in the Architecture

The sophistication of AuditDraft Platforms is not simply the use of artificial intelligence. The applications incorporate domain-specific decision logic, human-review controls, structured workflows, verification requirements, evidence systems, governance rules and institutional measurement.

FlowPilot™

Translates an organizational goal into tasks, sequencing, human responsibilities, AI responsibilities, checkpoints, decisions and verification.

AI Ready

Distinguishes AI-assisted performance from independent human capability.

DentalReady™

Requires human clinical reasoning and faculty verification rather than treating AI output as evidence of competency.

DentalFlow™

Evaluates whether AI is being assigned responsibilities that should remain human.

AuditDraft™

Preserves explicit human acceptance or rejection of AI-supported editorial recommendations.

Cohesion IQ™

Connects measurement, claims, outcomes and AI governance across institutional applications.

Pricing / shop by path

Institutional AI Solutions

AuditDraft Platforms is licensed for institutional use. Pricing depends on application scope, organizational size, implementation requirements, integrations and support.

SINGLE APPLICATION

Start with the institutional problem that matters most.

Starting at $18,000/year

Explore the Application

INTEGRATED SOLUTION

Combine readiness, workflow, governance, funding or intelligence applications around a defined institutional objective.

Starting at $60,000/year

Discuss Your Needs

AUDITDRAFT INSTITUTIONAL AI PLATFORM

Combine Cohesion IQ™ with selected readiness, workflow, governance and domain applications.

Starting at $125,000/year

Discuss Enterprise Deployment

PILOT PROGRAMS

For organizations that want to evaluate an application with a defined population, problem, implementation period and measurement plan before broader deployment.

Discuss a Pilot

ENTERPRISE

For multi-campus systems, statewide initiatives, large enterprises, complex integrations or multi-application deployments.

Discuss Enterprise Deployment

Annual license pricing does not necessarily include implementation, customization, integration, training or professional services. Final pricing is based on scope.

Outcomes

What Changes for Your Institution

From AI experimentation → Governed AI implementation

Move from scattered use of AI tools to defined responsibilities, controls and accountability.

From uncertain readiness → Documented human capability

Understand what learners and workers can do independently and how effectively they work with AI.

From informal AI use → Deliberate human-AI workflows

Make explicit what people do, what AI supports, where verification occurs and who decides.

From activity → Evidence

Connect implementation to measurable outcomes, documented decisions and reviewable evidence.

Why AuditDraft

AI Should Increase Human Capability, Not Replace Human Responsibility.

Human First

Keep the people doing consequential work visible, capable and responsible.

Deliberate Delegation

Make the division of labor between people and AI an intentional institutional choice.

Verification by Design

Place review and evidence where they can protect the quality of a decision.

Decision Ownership

Keep accountability with the person or institution authorized to decide.

Capability Preservation

Use AI in ways that strengthen judgment and competence over time.

Evidence & Accountability

Make the work, claims, decisions and supporting evidence reviewable.

About the platform

Built Around a Human-Centered View of AI

AuditDraft Platforms was developed around a simple proposition: AI should increase human capability without weakening human judgment, competence, authorship or accountability. The platform translates that principle into practical applications for education, workforce development, organizational workflow, funding and advancement, document integrity, and dental learning and operations.

Audience

Who This Is For

Higher education and K–12 institutions

Readiness, governance, and institutional capability as AI enters learning and operations.

Workforce, health-science and clinical training programs

Practical readiness and workflow redesign where competence and professional judgment matter.

Nonprofits and advancement organizations

Funding intelligence, grant administration, and accountable work across the advancement cycle.

Get started

Request a Demo

Tell us what your institution is trying to accomplish. We'll identify the application or combination of applications most relevant to the challenge and tailor the demonstration accordingly.

Let's discuss what your institution is trying to accomplish.

Terry Mills, Ph.D. responds personally.