Dental AI · Choose + Govern, Don't Just Buy
Which dental AI should you run — and which should you cut?
A growing group ends up running three or four practice-management systems across acquired offices and a dozen point tools on top — imaging AI, recall bots, reactivation, intake, phones. Each has its own login. Nobody governs the stack. RIG is the vendor-neutral chooser and governance layer — no rev-share, no lock-in.
the tool-sprawl trap
More tools bought. Less actually governed.
The dental-AI market sells in silos: one vendor promises more booked appointments, another more reactivations, another faster imaging reads, another a fuller schedule. Each demos well. Bought one at a time, they become a dozen disconnected logins that don't talk to each other or write back to your PMS — and no single owner can say what's touching a patient record, what a bot said, or whether any of it moved a number. Sprawl isn't a technology problem. It's a governance gap.
The strategy comes first, then the tools. Decide what the practice actually needs to fix — missed pathology, no-shows, slow intake, unbilled work — then choose the smallest set of tools that fixes it and govern them as one layer. On top of your PMS (Denticon, Dentrix, or Open Dental), never rip-and-replace. The right move is often to cut two tools, not add a fifth.
how to choose — RIG's published selection criteria
Five criteria. Everything else is demo polish.
If a tool fails any one of these, it's a candidate to cut — no matter how good the pitch looks.
Integrates with your PMS
A documented, real integration with Denticon, Dentrix, or Open Dental — a write-back or API, not a manual export or a screenshot. If it can't read and write your system of record, it's another silo.
Signed BAA
The vendor will sign a Business Associate Agreement before any protected health information touches the tool. No BAA, no go — that's not negotiable under HIPAA.
Human-in-the-loop
Every clinical or patient-facing output is proposed by the tool and decided by a licensed person. The machine assists; a human with real authority signs off.
Auditable
You can see who ran what, on which patient record, and what was overridden. If the tool can't produce an audit trail, you can't govern it — or defend it.
Honest ROI
The value case is modeled with its assumptions shown, not a headline multiple with no math. A number you can check beats a number that sounds good.
the working checklist — BAA / HIPAA + integration
Run every vendor through this before you sign.
A practical pass/fail list you can take into any dental-AI demo. Nine questions decide whether a tool is safe to run and worth governing.
- Signed BAA first. A Business Associate Agreement is in place before any PHI touches the tool. No BAA, no go.
- PHI stays in a HIPAA-eligible environment. You know where patient data is stored, who can see it, and that it isn't training a general model.
- Real PMS integration. A documented write-back to Denticon, Dentrix, or Open Dental — not a manual CSV export or a human retyping results.
- Human-in-the-loop on clinical output. The tool proposes; a licensed clinician decides. Nothing patient-facing goes out unreviewed.
- Audit trail. Who did what, on which record, and what was overridden — logged and exportable.
- FDA status stated plainly. If it analyzes radiographs, its FDA 510(k) clearance is confirmable in the FDA database. If it has no clearance, it is not a diagnostic device — and shouldn't be sold as one.
- Honest, modeled ROI. The value case shows its assumptions. Treat a bare "3x case acceptance" headline with no math as a red flag, not a benefit.
- Clean exit. You can export your data and turn the tool off without losing records or patients — no hostage data.
- No steering incentive. Whoever recommends the tool has no rev-share or referral kickback riding on the choice. Advice you pay for beats advice that pays the advisor.
If a tool materially influences a decision about a person — hiring, credit, or other regulated calls in your business — automated-decision rules may also apply on top of HIPAA. See the automated-decision compliance check for that layer. For clinical use, the licensed dentist remains the decision-maker.
the honesty differentiator
What RIG refuses to claim.
A governance layer is only worth trusting if it's honest about its own limits. Three lines we won't cross:
- We never diagnose. RIG governs the workflow — notice, human override, and an audit trail. The licensed dentist reads the image and makes the clinical call. AI is an aid to a clinician, never a replacement for one.
- We are not FDA-cleared, and we don't imply we are. Where a radiograph-analysis tool is used, its FDA 510(k) clearance belongs to that vendor and is verifiable in the FDA 510(k) database — clearance means the tool may assist a clinician, not that it diagnoses on its own. RIG governs the process around it; it is not a medical device.
- We won't build case-acceptance as a closing tool. Governing AI to push more treatment plans is an overtreatment risk we refuse. AI should cut missed pathology and admin drag and surface what a clinician chooses to act on — it should not manufacture production.
That order is the whole point: strategy first, then AI, then automation. Decide what's worth doing, prove the tool is safe and integrated, then automate it under a human and an audit trail.
where RIG fits
The chooser and the governance layer.
RIG doesn't sell you a tool. We help you decide which dental AI to run and which to cut against the criteria above, then govern the survivors on top of your existing systems — with a human in the loop and a hash-bound audit trail, not a black box. The engagement is a short ladder, priced plainly:
RIG runs its own operation on 100+ governed agents across 24 internal systems — our own build, not client deployments. Every governed action we ship carries pre-use notice, a human-override step with the evidence surfaced, and an audit trail. That's the mechanism we bring to your stack; it isn't a customer testimonial, because RIG is pre-first-external-client and there are none to show.
get the chooser + governance checklist
We'll send the full vendor scorecard.
I'll send the full choose-and-govern scorecard by email: the five selection criteria as a scoring sheet, the nine-point BAA/HIPAA + integration checklist, the "what to cut" filter, and the questions that separate a real integration from a screenshot. It's a decision aid, not a sales pitch for a specific vendor — RIG is vendor-neutral.
questions
Choosing dental AI, answered.
How should a dental group choose which AI tools to run?
Choose on five criteria, not on demo polish: does it integrate with your practice-management system (Denticon, Dentrix, or Open Dental), will the vendor sign a Business Associate Agreement, is there a human-in-the-loop on every clinical or patient-facing output, is every action auditable, and is the ROI modeled and honest rather than a headline number. Anything that fails those is a candidate to cut.
Does RIG resell a specific dental AI vendor or take a rev-share?
No. RIG is a vendor-neutral chooser and governance layer with no rev-share or referral kickback steering the recommendation. We help you decide which tools to run and which to cut, then govern them on top of your existing systems — we never rip-and-replace your PMS.
Does RIG diagnose caries or read X-rays?
No. RIG does not diagnose and is not an FDA-cleared device. The licensed dentist reads the image and makes the clinical call. Where a radiograph-analysis tool is used, its FDA 510(k) clearance belongs to that vendor and is verifiable in the FDA database; RIG governs the workflow around it — notice, human override, and an audit trail.
What HIPAA and integration questions should be on the checklist?
A signed BAA before any protected health information touches the tool, PHI stored in a HIPAA-eligible environment with known access, a documented write-back integration with your PMS rather than a manual export, an audit trail of who did what to which record, and a clean exit that lets you export your data and turn the tool off.
RIG is a strategy and governance layer — not a medical device, a law firm, or a compliance certifier. RIG does not diagnose and is not FDA-cleared; the licensed dentist is the clinical decision-maker.
FDA 510(k) clearance, where mentioned, refers only to a vendor's own device clearance, verifiable in the public FDA 510(k) database — it is not a claim about RIG. Any vendor performance figure you encounter elsewhere is vendor-reported until independently verified. Confirm HIPAA and Business Associate Agreement obligations with qualified counsel.
RIG is pre-first-external-client: no client names, logos, outcomes, or testimonials appear here, by design. The "100+ governed agents across 24 internal systems" figure describes RIG's own internal build, not client deployments.