Quality · Evidence · Disposition

From evidence
to warranted action.

QED-AI develops open, reusable artifacts that help accountable people evaluate quality, make limitations visible, preserve decision warrants, and choose responsible next steps.

QED evokes quod erat demonstrandum—that which has been demonstrated—and names the path from quality evaluation to responsible disposition. In QED-AI, AI primarily means Artifacts Institute.

Public-benefit mission

Evaluation should lead somewhere responsible.

Our mission is to improve how artifacts, claims, systems, practices, situations, complex problems, decisions, and bodies of work are evaluated, matured, documented, contextualized, and responsibly carried forward.

QED-AI pursues that mission by developing a cross-domain quality framework, applying it through public-facing disposition dossiers and decision records, and producing or revising design-science artifacts when the evidence warrants an intervention.

We serve accountable stewards, evaluators, educators, researchers, leaders, practitioners, implementers, reviewers, decision-support actors, and affected communities. QED-AI supplies resources; it does not replace the authority, professional judgment, validation duties, or legal obligations of the people who use them.

Planned public-benefit work

Three streams. Four reusable artifact families.

These program areas are in formation and development. They are presented as planned work, not as claims of completed scale or impact.

01

Quality Framework R&D

Research and maintain concepts, rubrics, maturity structures, adequacy scales, vocabularies, schemas, evidence practices, validation logic, and documentation protocols for rigorous evaluation.

Planned outputs: open reference resources and evaluation tools.

02

Artifact Disposition Dossiers

Apply the framework to a situated problem, artifact ecology, program, system, or decision context and make the evidence, gaps, limitations, risks, and warranted disposition range reviewable.

Planned outputs: public, reusable dossier packages.

03

DSR Artifact Development

Create or revise methods, models, rubrics, workflows, templates, datasets, communication objects, and governance resources when a dossier or authorized decision identifies a justified need.

Planned outputs: documented and testable designed resources.

Quality-framework artifactsDisposition dossiersDecision disposition packagesDesign-science artifacts

How knowledge becomes usable

A traceable operating pathway.

Selected initiatives move through a modular knowledge-operationalization pipeline. Each stage preserves provenance, domain meaning, limitations, authority, and reviewability.

  1. 01GroundQualify evidence and sources.
  2. 02NormalizeClarify terms and boundaries.
  3. 03OperationalizeDefine criteria, measures, and workflows.
  4. 04StructureMake the work computable and AI-legible.
  5. 05ApplyFit the artifact to people and context.
  6. 06EvaluateJudge adequacy and warranted disposition.
  7. 07CommunicateTranslate for the responsible audience.
  8. 08PreservePackage for review, reuse, and revision.

Domain portals

Dedicated spaces. Shared institutional spine.

Each portal has its own organization-owned repository, release boundary, source map, and application catalog. Initial scopes are provisional and intentionally allow cross-domain relationships.

Development roadmap

Build the institution and the work together.

Roadmap items guide planning. They do not create binding obligations unless separately adopted by the Board.

Phase 1Established

Form and govern

Virginia incorporation, initial governance structure, organizational meeting, officer elections, records, and authorizations.

  • Incorporated May 24, 2026
  • First Board meeting held August 12, 2026
Phase 2Current

Secure recognition

Complete the applicable Form 1023-series process, establish core operating services, and align public descriptions with the governing record.

  • Federal recognition application in preparation
  • Public website framework launched
Phase 3Planned

Demonstrate the model

Stabilize the quality framework, publish bounded worked examples, test dossier and decision-package structures, and document lessons.

  • Initial public artifact catalog
  • Review and reuse protocols
Phase 4Longer term

Extend responsibly

Develop contributor pathways, domain-spanning applications, interoperable repositories, and appropriately bounded computational support.

  • Partnership and contributor infrastructure
  • Versioned, reusable public resources

Public tools and applications

Small tools, openly inspectable.

QED-AI's public tools will be published as lightweight, browser-based resources. Planned work is distinguished from released work, and no confidential governance records are housed here.

PUBLIC APP CATALOG

A durable home for calculators, guides, visualizations, and other reusable artifacts.

The catalog is now in place and will identify each tool's status, purpose, limitations, source, and release information as tools are published.

Open the tool catalog

Governance and leadership

Board-directed. Record-centered. Public-benefit focused.

The Board oversees mission, fiduciary duties, compliance, executive authority, and the responsible use of organizational resources.

DO

David A. Ochabski

Chair · President · Secretary · Director

MN

Mary T. Nelson

Treasurer · Director

MF

Mikayla G. Farrell

Director

QED-AI has no statutory members. Its work and net earnings are not organized for the private benefit of its founder, directors, officers, or other private persons. Officer titles reflect the current Board record.

Policies and transparency

Say what is true now. Preserve what changes later.

Organizational status

Virginia incorporation
Complete May 24, 2026
Initial Board organization
Complete August 12, 2026
Federal 501(c)(3) recognition
Pending Application preparation
Public artifact catalog
Planned In development

Public-claim standard

Until the Internal Revenue Service issues a favorable determination letter, QED-AI does not represent that federal tax-exempt recognition has been granted or that contributions are tax-deductible.

This website does not solicit contributions. Program descriptions and roadmap items identify planned public-benefit work unless expressly marked complete.

Records and disclosure

QED-AI maintains corporate records and intends to make its exemption application, determination letter, and annual information returns available as required by law, subject to lawful privacy and confidentiality protections.

Corrections to public information will be dated and made without silently rewriting material organizational history.

Public correspondence

QED Artifacts Institute

Quality Evaluation and Disposition Artifacts Institute
Virginia, United States

Email QED-AI

contact@qedartifacts.org
Public and organizational correspondence