Early Refills
1 in 16 of your subscribers is refilling chronic medications before consuming their prior supply. $41 per dispense, accumulating silently.
This Is Happening in Your Network Right Now
Here is what it looks like: a 30-tablet prescription is refilled in 9-10 days. Less than 33% of the prior supply has been consumed, but the patient is already receiving a full new supply. Each individual dispense looks normal — the drug is correct, the quantity is standard, the prescriber is valid.
Early refilling is particularly hard to detect because each transaction appears perfectly legitimate in isolation. It is only when the temporal pattern is analyzed — the rate at which the patient consumes and refills — that the anomaly becomes evident.
This pattern is especially prevalent in chronic medications like statins, antihypertensives, antidiabetics, and insulin. These are medications patients need indefinitely, which creates the opportunity for long-term stockpiling or diversion to informal markets.
1 in 16 subscribers showed this pattern in an analysis of Latin American health insurance claims. It is not an isolated case — it is systematic behavior that, because of its frequency, has significant financial impact.
What We Detect
Inspector AI analyzes the temporal refill pattern for each patient, comparing the dispensing rate against the theoretical supply based on dispensed quantity and prescribed dosing.
When a patient refills their chronic medication significantly before the prior supply should have been exhausted, the system identifies an early refill pattern. This does not mean every case is fraud — but systematic deviation from the expected pattern warrants review.
We do not reveal the specific thresholds, days-supply calculations, or diagnostic proximity logic we use. What matters is that the system distinguishes between normal variations in refill timing and systematic stockpiling patterns.
Why It Matters
At $41 median per dispense, early refills have the highest per-transaction cost among waste patterns. The annual projection is $176K per 50,000 subscribers.
Stockpiled medication can have several destinations: resale on the informal market, excessive patient hoarding, or simply waste. In any case, the insurer pays for medications that are not being used as prescribed.
The affected chronic medications — statins, antihypertensives, antidiabetics, insulin — are essential for patient health. Ensuring they are dispensed at the correct rate not only saves money but may improve treatment adherence.
1 in 16
Subscribers affected
$41
Median per dispense
$176K/yr
Annual projection per 50K
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