Photos and PDF pages leave the device like this: names, member IDs, account numbers and addresses covered. This example is that run.
!Example case — all data is made up3Here is what you may get back
Example case resultreplay
Up to $2,780 may come off your bills.
We found possible errors, duplicates and financial help based on 17 documents.
Potential savings$2,780
!7 serious!3 worth checking✓All other items look good
Main findings
2We read every line
Confirmed ● 100% sure
Same service billed twice on sheet 10
Sheet 10, lines 1–2
Code 01960 twice on sheet 10 (lines 1 and 2), same day, same price.
The same service appears twice, same day and same price.
What these lines mean
Sheet 10, line 1: Procedure code for anesthesia for a procedure. Charged $4,944.00.
Sheet 10, line 2: Procedure code for anesthesia for a procedure. Charged $4,944.00.
Nemotron 3.5 Super VLreplayNemotron 3.5 Super VLreplayNemotron 3 Ultrareplay
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Confirmed ● 100% sure
Baby's care is billed under mom's insurance
Sheet 2, lines 1, 2, 7
Newborn care (0170, 99460, 99462) is on mom's insurance ID. 3 denied. Ask to bill it under the baby.
The baby's care was billed under mom's insurance ID, so the plan may have refused it.
What these lines mean
Sheet 2, line 1: Procedure code for a doctor's visit or the doctor's daily care in the hospital. Charged $329.00. $329.00 was taken off by contract: nobody owes it. Your share: nothing. Remark code A27: its meaning is printed on the back of the statement.
Sheet 2, line 2: Hospital charge for newborn nursery care. Charged $5,818.00. $5,818.00 was taken off by contract: nobody owes it. Your share: nothing. Remark code A27: its meaning is printed on the back of the statement.
Sheet 2, line 7: Procedure code for a doctor's visit or the doctor's daily care in the hospital. Charged $278.00. $278.00 was taken off by contract: nobody owes it. Your share: nothing. Remark code A27: its meaning is printed on the back of the statement.
Nemotron 3.5 Super VLreplayNemotron 3.5 Super VLreplayNemotron 3 Ultrareplay
May be reprocessedNewborn coverage may apply
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Confirmed ● 100% sure
You likely qualify for financial assistance
File 1
Household of 3 · income $58,000 · 212.3% of the poverty line. Policy: 201–250% → 90% off.
Your income fits the hospital's financial assistance policy, but no discount is on the bill.
There is a credit on your account: money that should come back to you.
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$40.00Back to you
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Confirmed ● 100% sure
Sheet 13 asks two different amounts
Sheet 13
Balance $0, but the coupon asks $719.03. Ask before you pay.
One sheet shows two different amounts to pay. Ask which one is right before paying.
Nemotron 3.5 Super VLreplayNemotron 3.5 Super VLreplayNemotron 3 Ultrareplay
Ask before you payTwo amounts on one sheet
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Confirmed ● 100% sure
Page 3 of 4 is missing
Sheet 1 · Sheet 2 · Sheet 3
Missing pages: 3 of 4. Totals may be on them.
Some pages of a statement are missing from the pile; totals may be on them.
Nemotron 3.5 Super VLreplayNemotron 3.5 Super VLreplayNemotron 3 Ultrareplay
Ask for the pagesTotals may be on them
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Worth checking ● 50% sure
Ask for the itemized bill
File 1
Sheet D1 shows a total without every charge. Line-by-line errors can hide there. A Florida hospital must send the itemized bill within 7 days of your request.
Ask for the itemized bill to see every charge; errors often hide in the total.
Why_unsure. First bill after discharge: Mar 18, 2025.
The last day to apply for the hospital's financial assistance.
Policy p.5Federal rule26 CFR 1.501(r)-1(b)(3)
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No amount yetAsk for the itemized bill
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Checked — no money here
Doctors' bills are outside the hospital's assistance policy
Sheet 8 · Sheet 9 · Sheet 10 · Sheet 11
LITTLE HARBOR PEDIATRICS, Meridian Physician Services bill separately. This policy covers the hospital and its own doctors only; ask each office whether it has its own help program.
Policy p.5
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No issue found
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Estimates from the hospital's published policy. The hospital decides.
A separate checker re-did every amount and date from the sheets: 12 checked.
Receipt: 11 model calls, $0.138 when this run was live
Step
Model
Calls
Tokens
Seconds
Cost
Find sheets
Nemotron 3.5 Super VL
7
5,803
–
$0.002
Read every sheet
Nemotron 3.5 Super VL
3
118,285
–
$0.072
Second read of the case
Nemotron 3 Ultra
1
36,323
–
$0.064
Each step goes to the smallest Nemotron that does it well; the big model reads only where it changes the answer. Amounts and dates are counted by code, never by a model. This page replays a recorded run on Nebius Token Factory: the costs are what that run cost, the seconds were not recorded.
Your protections
1
Itemized bill within 7 days
Ask the hospital for an itemized bill. A Florida hospital must send it within 7 days of your request.
No collections for 120 days, and written notice first
A nonprofit hospital cannot send you to collections, report you to credit bureaus or sue for at least 120 days after the first bill, and must warn you in writing at least 30 days before.
Out-of-network specialists at an in-network hospital
At an in-network hospital, an out-of-network anesthesiologist, neonatologist, pathologist or radiologist can bill you only your in-network share. You cannot sign this protection away.
Applies if a doctor at the hospital was out of network.
1 more protections checked: not for this case, or for other states
12
Without insurance: an estimate first, and a dispute if the bill is $400 over
Without insurance you can ask for a good faith estimate before care. If the bill is at least $400 more than the estimate, you can dispute it within 120 days of the bill.
Outside Florida the federal protections above still apply. Rules on itemized bills, answers about a bill and collection lawsuits differ by state: look up your state's hospital billing law.
How this case was checked
1
Found every sheet14 sheets on the photos
Nemotron 3.5 Super VLreplay
2
Hid namesNames and account numbers covered before upload
On this device
3
Read and connected all sheets17 documents into one case (3 digital)
Nemotron 3.5 Super VLreplay
4
Checked every quote and amount12 items re-done from the sheets