Most pilots fail before the CFO sees the data
Most DSO technology pilots fail because nobody designed them to produce data. Regional Managers get no playbook. Utilization varies by location. When the CFO asks for numbers at day 90, the COO shows up with adoption anecdotes and a vendor deck.
A pilot that can't produce comparable data across sites can't produce a defensible go/no-go decision. The CFO kills the investment, and the COO absorbs the cost of a rollout that never converted.
That's the structure Overjet was built to replace.
How clinical variability eats revenue across your DSO
One office captures SRP consistently. Another with a similar patient mix doesn't. The difference is rarely clinical skill. It's diagnostic consistency, and you can't enforce a standard you can't measure.
Perio screening gaps suppress hygiene production at every location where a case goes undetected. Caries documentation issues delay claims and compress revenue per visit. Across 50 locations, that variability compounds into a production gap the CFO can see in the numbers but can't trace to a root cause without location-level diagnostic data.
The pilot structure most DSOs run doesn't generate that data. Utilization is self-reported, adoption is assumed, and the production comparison at the end of the period can't isolate the technology's effect from everything else that changed during the same window. The go/no-go decision gets made on incomplete information, or it doesn't get made at all.
What Overjet's pilot structure actually produces
Overjet is the only dental AI platform with FDA clearance for both caries detection and bone level quantification. That clearance matters in a pilot because it means every diagnostic finding is a measured result: 0.35mm precision on bone levels, documented consistently across every pilot location from day one. That's defensible to providers, payers, and the CFO.
The pilot runs across three to five locations before any full deployment commitment. Regional Managers get a defined playbook that maps directly to the dashboards they're already running, so adoption is tracked and coached from day one without adding headcount or restructuring workflows.
Daily utilization tracking gives the COO location-level visibility throughout the measurement window. When adoption drops at a specific site, same-day intervention keeps the pilot on track. The production comparison at day 90 reflects actual adoption, not a partial rollout.
DSOs running this structure see a 15 to 25% increase in treatment acceptance with AI-assisted visualization. That translates to per-practice production lift -- the number the CFO needs to model payback period against implementation cost.
The four numbers that make the go/no-go decision
A pilot that tracks utilization daily produces an adoption curve the CFO can evaluate alongside the production data. Together, they answer the question that kills most technology investments: did production lift because the technology worked, or because a few high performers happened to be in the pilot locations?
When adoption is consistent across pilot sites and production lifts across the same sites, the CFO has a replicable result, not a favorable sample. Dental groups running Overjet report an average 10x ROI. That figure comes from per-practice production data, not industry projections, and it gives the CFO a financial anchor before approving full deployment.
The COO's internal case becomes specific: cost per implementation came in under budget, payback period is under threshold at current adoption rates, and those numbers came from the DSO's own locations.
How to set up the pilot right
Choose pilot locations that represent your operational range, not your best performers. A pilot built on high-performing outliers produces data that doesn't replicate when you scale.
Brief Regional Managers on the playbook before day one so utilization tracking starts from the first patient visit. Define the go/no-go criteria before the pilot starts: production per practice threshold, adoption rate floor, and the payback period the CFO requires. A pilot without pre-defined criteria produces a negotiation at day 90, not a decision.
Overjet's implementation team handles the playbook setup and dashboard configuration before launch. The 60 to 90 day window produces per-practice production lift, case acceptance rates, and diagnostic consistency data your CFO can evaluate and your ops team can replicate across the full DSO.
Book a demo to see the pilot structure and what the day-90 data package looks like for a DSO at your scale.
What COOs ask us most
How disruptive is the pilot to daily workflows?
The workflow integrates into the existing patient visit without adding steps for the provider. No staffing changes are required. Regional Managers use dashboards they're already running, so the operational overhead stays contained.
What does the Regional Manager playbook cover?
Utilization tracking by location, adoption coaching triggers, and the escalation path when a site drops below the adoption floor. It's designed to run within their existing accountability structure, not as a separate workstream.
What if adoption is slower than expected at one location?
Daily utilization tracking means adoption issues surface before they affect the measurement window. If a location underperforms, you have an intervention log to show the CFO what happened and what was done. The data is still usable because the response was documented.
What's in the day-90 data package?
Per-practice production lift, case acceptance rates by location, adoption curve data across pilot sites, and a payback period calculation built from the DSO's own numbers. It's structured so the CFO can evaluate the investment decision without relying on vendor projections.
How do we pick the right pilot locations?
Choose locations that represent your operational range across provider tenure, patient mix, and regional market. Piloting only in high-performing locations produces data that doesn't replicate at scale. The goal is a result you can take to the CFO and say: this holds across the DSO, not just our best offices.
