Purchasing Guides / Claim Denial Appeal Drafting

Claim Denial Appeal Drafting

A purchasing guide to a workflow, deployed in your environment, that reads a denied claim, the remittance reason, the chart documents and the payer policy, sorts the denial and drafts an appeal letter for your billing staff to review and submit.

Yearly running cost

Assuming 2,400 appeals a year

By hand: $54K / year; 1,800 hours of work
Hosted PAYG: $10.8K+ / year
This workflow: $403 / year; Machine usage only; setup, hosting and review are extra.

Where should it read the denials from?

Sort each denial by its stated reason and draft an appeal letter that cites the chart and the payer policy. Billing staff review, sign off and submit every appeal.

One appeal includes up to 30 document pages.

Draft from uploaded denialsDenial, claim and chart documents in one upload$1,152 – 3,480 setupRead denials from my remittance filesBuild an appeal queue from remittance and chart access$1,800 – 5,280 setup

Billing staff review and submit every appeal, and a clinician signs any clinical statement. No claim changes or automatic submissions.

What is included

Read the uploaded denial, claim and chart documents, sort the denial by its stated reason, list missing documents and draft an appeal letter that cites chart pages and payer policy sections.

Start with your most frequent denial reasons, the payer policies and filing limits you use and past appeals with their outcomes. The connected option adds read-only remittance files and chart retrieval; it does not correct claims, change codes or submit appeals.

How reliable should the drafts be?

Choose how often denials must be sorted correctly, how strictly letters must stick to cited evidence, which missing documents it must find and whether deadlines are right.

StandardSupported letters with unclear denials held for billing staff.Denials sorted correctly: ≥95%Letter statements supported: ≥98%IncludedStrictMore payers and denial reasons, with a second citation check.Denials sorted correctly: ≥98%Letter statements supported: ≥99.5%Setup +$360 – 960My own targetsAgree your own acceptance requirements with the provider.Quote separately

How these standards are measured

Test on held-out authorised denials from different payers and reasons. Check every factual statement in a letter against its cited page. An unsupported statement fails the letter; a wrong filing deadline is a release failure.

Targets for your selected standard
What is checked	Target
Denials sorted correctlyDenials placed in the category a biller assigned, such as appeal, correct and resubmit, or obtain documents, divided by all denials.	≥95%
Letter statements supportedFactual statements whose cited chart page or policy section contains the stated fact for the same patient and claim, divided by all factual statements.	≥98%
Missing documents foundCorrectly listed missing attachments divided by all attachments billers labelled as missing.	≥95%
Filing deadlines correctDeadlines calculated from the denial date and your confirmed payer rule, divided by all appeals; unknown rules are held, not guessed.	≥100%

A draft letter is not an argument the payer must accept. Staff check each cited page, a clinician signs clinical statements, and deadlines come from your confirmed payer rules rather than the model.

How quickly do you need a draft appeal?

Choose how quickly a draft should be ready after the documents are accepted. Staff review and payer response time are separate.

Within 4 minutesIncludedWithin 2 minutesSetup +$144 – 480Within 60 secondsSetup +$288 – 840

Timing details

Time from accepting a complete denial and its documents to a stored draft, including text extraction, sorting, drafting, queueing and retries. Confirm document size and hardware with your provider.

The target applies to at least 95% of agreed test runs, with 3 in progress at a time.

How much do you want to spend per appeal?

Choose the machine budget for reading documents and drafting letters. Tighter budgets may use smaller models or fewer checks.

Up to $0.60IncludedUp to $0.35Setup +$72 – 360Up to $0.20Setup +$216 – 600

Cost details

Includes model calls, local text extraction, retries and shared hosting allocation. Staff time, clearinghouse and record system fees and the calling agent are separate. A redrafted letter is a new run.

Reference machine cost: $0.27 – 0.47 per appeal at 200 appeals a month. The selected cap is a target to test, not a replacement for this estimate.

Where do you want it to run?

Keep claims and chart documents in your cloud or on your own server. Choose whether approved text may go to a model service covered by your agreements.

Run it onAI model access

Data and access details

Runs in a cloud account your organisation has approved for patient data, with restricted access, audit logs and agreed retention.

Only the minimum claim and chart text goes to an approved model service. Confirm a business associate agreement or equivalent terms before patient data is processed.

Send only the minimum claim and chart text needed to an approved model. Keep audit logs, restricted access and agreed retention. No external model calls keeps reading and drafting on your hardware.

How do you want to use it?

Use a review page, your current AI agent or a dedicated agent. You can choose more than one.

A review web pageUpload the denial, claim and chart documents, then review the denial category and draft letter.IncludedMy existing AI agentAsk your agent to draft an appeal from approved documents and return the letter and missing items.Setup +$72 – 240A dedicated agentUse a dedicated agent to work through the denial queue and explain each draft.Setup +$144 – 480

Anything else your provider should know?

Optional. Your choices are included automatically.

Appeals per monthYour setup budget (USD)

Your denial reasons, payers or billing system

Common questions

Does it submit appeals for me?

No. It prepares a draft and an attachment list. Billing staff review and submit through your clearinghouse, payer portal or mail.

Will appeals be approved?

No outcome is promised. The draft states what your chart and the payer policy show; the payer decides.

Who signs medical necessity arguments?

A clinician. The letter only restates documented facts with citations and never adds clinical content that is not in the chart.

What about patient privacy?

It runs in your environment. If an external model is used, send only the minimum text and agree a business associate agreement or equivalent terms first. You can also choose no external model calls.

Do I need this if my billing service handles denials?

Not necessarily. Keep it if denials are already worked on time. Buy this when your own staff draft appeals and the queue is growing.