Tried dental AI · It didn't stick
Your dental AI pilot didn't fail because AI doesn't work. Nobody governed it.
The denials still look the same. Your biller is still on the phone at 7 AM. The "AI verification" you bought was scripted automation that broke the moment a claim didn't fit the script. This is a free diagnosis of why it failed — not another tool to buy.
what actually broke
The model worked on the easy claims. Nothing governed the hard ones.
Dental AI demos beautifully on the claims that already go through. Eligibility that maps cleanly, procedures that never get questioned, the part of the day that was never the problem. Then a claim lands that doesn't fit the script — a downgrade, a bundling rule, a payer exception, a mismatch between what was coded and what the plan covers — and the automation has no idea what to do. So it does nothing, or it does the wrong thing quietly, and the leak reopens.
Your pilot could propose. It couldn't own the exception cases — the claims where cash actually leaks. There was no trained human wired into the workflow with the authority to catch the exception, override the machine, and be accountable for the outcome. The tool ran open-loop, so the exceptions piled up in the same aging report they always did. That's not an AI-capability problem. That's a governance problem.
It broke on the exceptions
Scripted automation handles the pattern it was built for and stalls on everything else — exactly the claims that were leaking cash before you bought it.
Nobody owned the misses
When the tool got it wrong, it failed silently. No human was accountable for the override, so bad outputs slipped through into denials and write-offs.
No audit trail
You couldn't see what the tool decided, why, or who checked it — so you couldn't trust it, and you couldn't improve it.
Rip-and-replace friction
Tools that fight your PMS instead of running on top of it create their own work. The team quietly went back to the old way.
what RIG does differently
Governed automation, with a human who owns every judgment.
RIG is an operating and governance layer, not another point tool. Strategy first, then AI, then automation — in that order. The automation proposes; a trained human with real authority reviews and can override the calls the machine can't safely make; and every decision leaves an audit trail you can inspect. We're honest, up front, about the cases AI shouldn't touch — and we build a human step around exactly those.
- On top of your PMS — Denticon, Dentrix, or Open Dental — never rip-and-replace. The governance layer works with the system your team already knows.
- The exception cases get a human owner. The claims that broke the last tool are routed to a person with authority to catch, override, and be accountable — not left to fail silently.
- A pre-use notice and an audit trail on every automated step. You can see what ran, why, and who reviewed it — the controls that make automation trustworthy instead of a black box.
- Honest about the limits. RIG governs revenue-cycle and back-office workflow. Your licensed clinicians and billing staff make every clinical and coding call — the system never overrides them.
the free diagnosis
We tell you why the last tool failed — before we recommend anything.
No pitch, no product demo. We look at where the exception cases stalled, where cash is leaking, and where governance was missing — then tell you plainly whether that's fixable and worth fixing. If it isn't, we'll say so.
Tell us where the last tool broke and I'll send back a plain-language read: the failure mode, where the governance gap sits, and whether a governed, human-in-the-loop fix on top of your PMS is worth your time. It's a diagnosis, not a sales sequence.
how it works from here
A short ladder — starting free.
The diagnosis is the top of a short, honest ladder. You never buy a build before you've seen exactly what's broken and what a fix is worth. Each rung stands on its own:
- Free 30-min assessment — we diagnose why the last tool failed and where the governance gap sits. No cost, no commitment.
- $2,500 refundable opportunity brief — a scoped read on the reclaimable cash and the fix, credited if you move forward.
- Fractional CAIO ($5–25k/mo) — an operator who owns the roadmap and the governance as you roll it out.
- Governed build ($25–150k) — the human-in-the-loop automation, built on top of your PMS, with the audit trail baked in.
RIG runs its own operation on 100+ governed agents across 24 internal systems — our own build, not client deployments. Every governed workflow we run carries a pre-use notice, a human-override step with the evidence surfaced, and a hash-bound audit trail: the exact controls a dental AI pilot needs and rarely has.
questions
The pilot that didn't stick, answered.
My practice tried an AI billing tool and it didn't stick. Why?
Most dental AI pilots aren't governed. The tool proposes, but nobody owns the exception cases — the claims and verifications that don't fit the script — so cash keeps leaking and the biller is still working the phones. The gap is governance, not the model.
Isn't this just another AI verification tool?
No. RIG is an operating and governance layer on top of your practice management system (Denticon, Dentrix, or Open Dental) — never a rip-and-replace. A trained human owns every judgment the automation can't safely make, with an audit trail, and we're honest about the cases AI can't handle.
What does the free diagnosis actually give me?
A plain-language read on why the last tool failed — where governance was missing and where cash is leaking — before we recommend anything. It's a diagnosis, not a pitch, and it's free.
Does RIG make clinical or coding decisions for us?
No. RIG governs revenue-cycle and back-office workflows with a human in the loop; your licensed clinicians and billing staff make the clinical and coding calls. RIG builds the pre-use-notice, override, and audit controls around them.
RIG is pre-first-external-contract: no client names, logos, or testimonials appear here, by design. The only build referenced is RIG's own — 100+ governed agents across 24 internal systems — not a client result.
RIG is an operating / governance layer. It governs revenue-cycle and back-office workflows with a human in the loop; it does not make clinical diagnoses, read images, or replace a licensed clinician — your clinical and coding decisions stay with your licensed staff. RIG is not FDA-cleared and does not certify billing compliance.
Descriptions of how prior tools fail are generalized patterns, not claims about any specific vendor. Any figure is RIG's own pricing or a labeled illustration — not a promised outcome for your practice.