The current public site does not rank brokers, lenders, DSOs, payers, vendors, schools, philosophies, buyers, or practices for compensation.
Trust & governance
Inspect how DenQAI reached the conclusion.
Check the source, date, method, formula, limitation, correction path, reviewer requirement, and evidence that would change the answer. Confidence should come from inspection—not from forceful writing.
Public review dateJuly 24, 2026
Current productPublic research, browser tools, and user-controlled local project files
Accounts, cloud projects, uploads, or case intakeNot currently offered
Patient-Centered Ownership System
Broker history, representation, hidden prices, relationships, and decision chains that state what the available evidence cannot prove.
Inspect →Startup and buildout control
Owner mandate, operating program, five budgets, fatal-flaw gates, bid scope, change control, protected reserves, and opening dependencies.
Inspect →Patient-centered capacity and growth
Inquiry-to-continuity definitions, sustainable hours, recall cohorts, referral reconciliation, associate readiness, privacy limits, and separate safety checks.
Inspect →Succession and patient stewardship
Seven transition paths, normalized offer economics, clinical control, patient terms, post-close duties, adviser relationships, and separate safety checks.
Inspect →Independent Scale governance
Clinical autonomy, member control, commercial transparency, data, antitrust, launch, portability, and current non-offerings.
Inspect →Methodology
Evidence axes, six-pass analysis, separate safety checks, uncertainty, AI controls, and human ownership.
Inspect →Sources and updates
Primary source, vintage, review cadence, and the limitation that prevents overclaiming.
Inspect →Corrections and releases
Presentation, source, method, calculation, interpretation, and conclusion-changing corrections.
Inspect →Data handling
What the public tools do and do not collect, save, upload, or place in URLs.
Inspect →Workspace demand validation
Local project continuity, explicit cloud-need tests, and the eight gates that block premature persistence.
Inspect →Owner case-series governance
Closed-intake pilot protocol, regulatory determination, consent, privacy, evidence, analysis, publication, and launch gates.
Inspect →Terms and boundaries
Informational scope, prohibited use, professional review, and responsibility for submitted data.
Inspect →About DenQAI
Purpose, intended users, operating perspective, and current limitations.
Inspect →Authorship and review status
Visible accountability should be earned, not invented.
DenQAI is currently founder-led and informed by firsthand dental ownership and operating experience. Public sources and explicit methods are cited; operator experience is used to identify mechanisms and evidence requests rather than establish prevalence.
Individual credentials, bylines, and reviewer names will be published only after the person, scope, and review responsibility are verified and the individual approves public attribution. Until then, no page should imply that it has received legal, accounting, clinical, security, or payer review that has not actually occurred.
Anonymous expertise is a limitation. Invented or implied review would be worse.
Current governance rules
What DenQAI commits to now.
The succession pathway does not list practices, contact buyers, receive deal documents, value a practice, negotiate terms, certify fairness, or approve closing.
A company page can verify what a company says it offers. It cannot verify an outcome, hidden payment, motive, or transaction-specific conduct.
Examples, inference, founder history, and practitioner accounts must not be presented as benchmarks or direct records.
AI and calculators can structure, calculate, and challenge; qualified people own clinical, coding, legal, tax, lending, employment, antitrust, privacy, research, and transaction conclusions.
Independent Scale does not currently negotiate prices, contract with payers, operate shared services, collect member data, or promise savings.
The owner case-series pilot cannot call itself exempt, de-identified, approved, or ready for enrollment without the independent evidence its public launch gates require.
A future private workspace requires observed demand plus explicit identity, authorization, privacy, security, lifecycle, and research-separation gates.
Material errors should preserve the original issue, correction, date, and decision impact.