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MEDICAL BILL REVIEW SOFTWARE

The source exists. Is the amount reasonable?

Medical bill review software compares every billed line to UCR and geographic benchmark data, flagging outliers with percentile context rather than a bare “too high.” The ledger proves a charge has a source; this proves whether the number belongs. Flags inform negotiation — they never auto-reduce, reprice, or determine payment. The pricing decision stays human.

Flags inform negotiation — they never auto-reduce or reprice a bill. The pricing decision stays human.
Adams, T. · Case #IME-4812 Benchmark review · 2 packets
ChargeBilledVs. benchmark
Ortho consult — 4/02 $ ▮▮▮ IN RANGE
Physical therapy — visit 3 of 7 $ ▮▮ IN RANGE
Imaging read — right knee $ ▮▮▮ ABOVE RANGE
Each flag — source page + benchmark cited 1 outlier flagged
Every line
Compared to a named benchmark
Percentile context
On every flag, never a bare label
Dual citation
Source page plus benchmark

Benchmarked against the right market, not a national average.

UCR benchmark bill review only means something if the benchmark fits: the same procedure carries different typical pricing in different markets. Every billed line is matched to usual, customary, and reasonable data for its procedure and its billing geography, and the comparison shows which benchmark it was drawn from.

UCR and fee-schedule references, matched per line
Geography-matched, and the locale is shown
One charge · its comparison basis
Billed line on the provider statementp.14
Procedure matched to the benchmark setUCR
Locale of the billing provider appliedGEO-MATCHED
The basis is named on every line — never a black box.
Where the charge sitsvs. benchmark range
typical range for this procedure · this area billed charge
The flag shows how far outside the range a charge sits — not just that it does.

Percentile context, not a bare “too high.”

A billed charge reasonableness analysis that just says “high” doesn’t survive the first phone call. Every flag here shows where the charge falls against the benchmark distribution for that procedure in that area, so your reviewer can say how far outside the typical range it sits — the part that actually carries weight in a negotiation.

Outliers ranked by distance from the typical range
In-range lines confirmed too — silence isn’t a verdict

Two citations on every flag.

Medical bill audit AI is only as good as its receipts, so each flag carries a dual citation: the source page in the file where the charge appears, and the benchmark it was compared against. One click verifies the charge is real; the second shows the basis for calling it an outlier. It pairs naturally with the Claims Billing Ledger — the ledger proves the source, this weighs the amount.

Source-page citation on the charge itself
Benchmark citation on the comparison
One flag · both receipts
Imaging read — flagged above rangeOUTLIER
Charge as billed, in the filep.140
Benchmark set and locale usedUCR · GEO
Both sides of the comparison stay inspectable.
What the flag is · what it is not
Reasonableness signal, percentile context, dual citation DELIVERED
Auto-reduced line, repriced bill NEVER
Payment determination, coverage decision NEVER
AI flags. Your reviewer decides.
The boundary

A signal for the negotiation — never a repricing.

The output of this review is evidence: a cited, percentile-ranked picture of which charges sit outside their market. What gets paid, disputed, or negotiated is your call, made by your adjuster, attorney, or bill reviewer. Audit-grade and source-linked on every flag — that is what makes the position defensible when it’s challenged.

See Claims Billing Ledger

From billed lines to a benchmarked review.

Three steps between the packet and outliers your reviewer can act on.

01
Upload the file

Bills, statements, and EOBs — mixed in with the treatment records is fine.

02
Every line benchmarked

Each charge matched to UCR data for its procedure and geography; outliers flagged with percentile context.

03
Work the flags

Your reviewer clicks through the dual citations and decides what each outlier means for the negotiation.

Who benchmarks bills with it.

Anyone who has to answer the same question: the charge is real, but is the number right?

FAQ

Bill review, answered.

Billed charges are compared against usual, customary, and reasonable (UCR) benchmark datasets and fee-schedule references, matched to the procedure and the billing geography. Every flag names the benchmark it was compared to, so the basis is inspectable rather than a black box.

Benchmarks are matched to the geographic area where the service was billed, not a flat national average. The same procedure has different typical pricing in different markets, and the comparison respects that: each line shows the locale its benchmark was drawn from.

No. The output is a reasonableness signal with percentile context and citations — a flag for your negotiator or bill reviewer to weigh. It never reprices a line, recommends a payment amount, or issues a payment determination. The pricing decision stays human.

Every flagged charge shows where it falls against the benchmark distribution for that procedure in that area, instead of a bare high or low label. Your reviewer sees how far outside the typical range a charge sits, which is what actually carries weight in a negotiation.

Each flag carries two citations: the source page in the file where the charge appears, and the benchmark it was compared against. One click verifies the charge is real; the second shows the basis for calling it an outlier. Both sides of the comparison stay inspectable.

Related capabilities.

The billing side of the same cited file — source-proof, roll-ups, and demand checks.

Benchmark one of your own files.

Upload a file and get back a sample review — every line benchmarked, outliers flagged with percentile context. Handled under our BAA; never used to train a model.