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Prompts

AI prompts for medical billing teams

These 15 prompts help billers, coders and revenue cycle leads read remittances, aging reports and rejection files faster, then draft appeals and patient letters for human review. Most claim-level files name patients, so those prompts are marked PHI: Yes and belong only in an AI tool with a signed BAA.

Preventable denial split

PHI: Yes

Use when: you want to know how many denials started at the front desk.

Works best with: a denial report or remittance (835) export with CARC and RARC codes.

Prompt

Attached is our denial report for [date range] with claim, payer, CARC and RARC codes, provider, CPT and billed amount. Put every denial in one category: eligibility, authorization, coding, timely filing, duplicate, medical necessity or other. Total the count and dollars by category and by payer. Then tell me which categories the front desk could have prevented, and the top three root causes.

Front desk eligibility feedback

PHI: Yes

Use when: eligibility denials keep coming back and registration needs specific feedback.

Works best with: a denial report that includes registration user and location.

Prompt

From the attached denial report, pull every eligibility or coverage denial for [month]. For each, show registration date, location, registering user if listed, and the CARC. Count by location and by user. Then draft a one-page tip sheet for the front desk on the three errors behind the most denials. No patient names in the tip sheet.

Underpayment check

PHI: Yes

Use when: you suspect a payer is paying below contract.

Works best with: an 835 or remittance export plus your payer fee schedule.

Prompt

Attached are our remittance export for [month] and our contracted rate table for [payer]. Compare the allowed amount with the contracted rate for each CPT and modifier. List every line paid more than $[1] below contract, with the difference. Total by CPT. Exclude lines adjusted only to patient responsibility. Show your math for five examples.

Timely filing watch

PHI: Yes

Use when: unpaid claims are aging and filing limits differ by payer.

Works best with: an unpaid claims or A/R detail export plus your payer filing limit table.

Prompt

Attached are our unpaid claims export and each payer's filing limit in days: [attach or paste table]. For each unpaid or rejected claim, calculate days since date of service and days left before the filing limit. List claims with fewer than [30] days left, sorted by days left. Flag claims accepted by the clearinghouse but never acknowledged by the payer.

Charge lag

PHI: Yes

Use when: visits are happening but charges aren't getting entered.

Works best with: encounter and charge exports covering the same dates.

Prompt

Attached are our encounter export and charge export for [date range]. Find encounters with no charge entered more than [3] days after the visit. Group by provider and location, with the count and oldest date of service. List the 20 oldest open encounters. Show median days from visit to charge entry by provider.

Same-day E/M modifier check

PHI: Yes

Use when: you want to catch missing modifier 25 before claims go out.

Works best with: a charge detail export with CPT, modifiers and rendering provider.

Prompt

From the attached charge export, find visits billed with both an E/M code and a minor procedure on the same date by the same provider where the E/M has no modifier 25. List them by provider with date of service, codes and payer. These are for coder review, not automatic correction.

Clearinghouse rejection worklist

PHI: Yes

Use when: the morning rejection report needs to be split among the team.

Works best with: your clearinghouse's daily rejection report.

Prompt

Attached is today's clearinghouse rejection report. Group rejections by edit or rejection message. For each group, give the count, the likely fix in plain English, and who usually fixes it: front desk, coder or biller. Sort by count, highest first. List any claim rejected more than once.

Credit balance list

PHI: Yes

Use when: credit balances are piling up and refunds are overdue.

Works best with: your credit balance report.

Prompt

Attached is our patient and insurance credit balance report. List every account with a credit balance, with amount, age and source: patient overpayment, payer overpayment or duplicate payment. Flag credits older than [60] days. Then draft a refund summary for [manager] grouped by payer and by patient refunds, with totals only.

E/M level distribution

PHI: No

Use when: you're prepping a coding education session or an internal audit.

Works best with: an aggregated E/M frequency report by provider.

Prompt

Attached is our E/M code count report by provider for [period], aggregated, with no patient data. For new and established office visits, show each provider's distribution across levels as percentages, next to the practice-wide distribution. Flag providers whose share of level 4 and 5 visits differs from the practice by more than [10] points either way. Neutral language. No conclusions about coding accuracy.

Payer policy diff

PHI: No

Use when: a payer updates a policy and you need to know exactly what changed.

Works best with: both versions of the payer policy as PDFs.

Prompt

Attached are [payer]'s [policy name] from [last year] and the new version effective [date]. List every change: covered codes, modifiers, documentation rules, frequency limits and prior authorization. Quote the old and new text side by side, with page numbers. Then tell me which of these CPT codes are affected: [list codes].

Appeal letter templates

PHI: No

Use when: your team rewrites the same appeal every week.

Works best with: no file needed. Attach a past appeal that worked, with patient details removed.

Prompt

Draft appeal letter templates for our five most common denial reasons: [CARC codes and descriptions]. Each template needs payer and claim fields in [brackets], the specific argument for that denial type, the documents to attach, and a closing request. Keep each under one page. Professional, no filler.

Month-end summary

PHI: No

Use when: the month closes and leadership wants the story behind the numbers.

Works best with: summary-level month-end reports from your practice management system.

Prompt

Attached are our month-end reports for [month]: charges, payments, adjustments, A/R by aging bucket and days in A/R. Compare each to the prior three months. Write a one-page summary: what moved, by how much, and which aging bucket grew. List three questions leadership will ask and the data that answers each.

Patient balance letter

PHI: No

Use when: patients call confused about what they owe after insurance.

Works best with: no file needed. Attach your financial policy so the options match.

Prompt

Write a patient letter explaining a balance after insurance. In plain words, explain what the plan paid, what's left and why (deductible, coinsurance or non-covered service), with [brackets] for amounts. Give three ways to pay, mention the payment plan option, and list [phone number] for questions. Eighth-grade reading level. Kind and clear, no threats.

Payment plan policy

PHI: No

Use when: every biller handles payment plans differently.

Works best with: your current financial policy, if you have one.

Prompt

Draft a patient payment plan policy for [practice name]: minimum balance to qualify, minimum monthly payment, maximum term, what happens after a missed payment, and when an account goes to [collections agency]. Add a one-paragraph patient-facing summary. Leave [brackets] for every number so leadership can set them.

Billing call script

PHI: No

Use when: new billing staff need a script for statement calls.

Works best with: your financial policy and payment plan terms.

Prompt

Write a phone script for our billing office for patients who call about a statement. Verify identity with [two identifiers], explain the balance, offer the payment plan, and handle "I already paid" and "my insurance should cover this." Say when to escalate to [billing manager]. Write it in English and Spanish.

Questions

Can AI read our remittance files?
Upload remittance data the way your system or clearinghouse exports it: CSV, Excel or a readable report. Name the columns that matter, like CARC and allowed amount. Ask for row counts in every prompt so you can confirm nothing was dropped before you act on the totals.
Does Rivvi submit claims or appeals?
No. It drafts appeals, letters and worklists, and a person reviews and submits them through your clearinghouse or payer portal. Email from Rivvi is draft-only, so a person always sends. It doesn't write to your practice management system or post payments.
Is it HIPAA-compliant to upload claim files?
Only to a tool that has signed a BAA with you. Rivvi includes a HIPAA BAA on the free plan, is SOC 2 Type II, logs PHI access and doesn't use patient data to train third-party models. Delete columns the task doesn't need before you upload.

Try it on your own data today.

Free to start. Most teams are using it the same day.