150 AI prompts for Medical Billers & Coders
Every one of the 150 prompt titles in the book, in the book's own eight groups. Twelve are printed in full and marked; use those today. The yellow parts are the blanks you fill in.
Setup & Voice Prompts 1–15
- #1Your permanent profile
Paste into custom instructions: “I’m a medical biller/coder ([CREDENTIALS], [SETTING — practice / RCM company / my own billing company]) working mostly in [SPECIALTIES]. Never ask me for, and never include, patient-identifying information — I use [BRACKETS] and de-identified scenarios only. Never select, assign, or confirm a billing code; when codes come up, explain concepts and tell me what to verify in the current code set, official guidelines, NCCI edits, and payer policy. Professional, plain, brief writing — no exclamation points, 8th-grade level for anything patient-facing. All dollar amounts, dates, and claim details stay as blanks for me to fill in inside my own systems.”
- #2The tone calibrator
- #3The plain-English filter
- #4Shorter, always
- #5Three versions
- #6The de-jargonizer
- #7Teach it your voice
- #8The reverse brief
- #9Fix my dictation
- #10Email to portal message
- #11The second opinion
- #12Explain like a senior biller
- #13The checklist maker
- #14Spanish version
- #15What did I forget
Denials & Appeals Prompts 16–40
- #16The denial decoder
“I’m working a denial. Payer type: [TYPE]. Service category: [PLAIN DESCRIPTION]. Denial codes: [CARC + RARCs]. Plain English: what does this combination usually mean, the 3 most likely root causes in order, what exactly do I check in the documentation, claim, and payer policy to confirm which — and the usual fix path for each (corrected claim vs. reconsideration vs. appeal)? Flag every code meaning and deadline as VERIFY against the official lists and my payer’s materials.”
- #17The ERA line translator
- #18The denial triage batch
- #19The appeal skeleton
- #20The medical-necessity narrative
- #21The timely-filing appeal
- #22The not-a-duplicate letter
- #23The no-auth appeal
- #24The bundling explainer
- #25The appeal-packet cover letter
- #26The second-level appeal
- #27The peer-to-peer request
- #28The payer call sheet
“Build my call sheet for a payer call about [SITUATION, de-identified]. Format: THE ISSUE (one sentence) / MY SPECIFIC ASK / FACTS THEY’LL ASK FOR (listed so I can queue them in my billing system — not here) / LIKELY PUSHBACK AND MY RESPONSES / FALLBACK ASK IF NO / WHAT TO GET BEFORE HANGING UP (reference number, rep name, timeframe).”
- #29The post-call note
- #30Reconsideration or appeal?
- #31The underpayment letter
- #32The recoupment response
- #33The COB letter to a patient
- #34The eligibility-denial workflow
- #35The deadline tracker
- #36Claim not on file
- #37The corrected-claim cover note
- #38The external-review draft
- #39The appeal outcome log
- #40The weekly denial-pattern read
Communication Prompts 41–65
- #41The message kit
“Write my 10 standard billing-office messages, in the voice you learned from my samples: (1) new-balance statement cover note, (2) payment received thank-you, (3) claim-in-process status reply, (4) we-need-your-updated-insurance request, (5) COB update request, (6) payment-plan confirmation, (7) missed-payment-plan-installment reminder, (8) records/itemized-bill fulfillment note, (9) refund-on-the-way note, (10) balance-resolved confirmation. Each under 60 words, plain English, [BRACKETS] for names, amounts, dates.”
- #42The non-leading provider query
- #43The query nudge
- #44The documentation-education note
- #45The statement walkthrough
- #46The “why insurance didn’t pay” letter
- #47The deductible-season explainer
- #48The payment-plan script
- #49The hardship response
- #50The first collections notice
- #51The angry-call de-escalation script
- #52The front-desk eligibility script
- #53The time-of-service collection script
“Write the front-desk script for collecting copays and known balances at check-in: the matter-of-fact ask (‘your copay today is [BLANK] — card or cash?’), the response to ‘bill me,’ the response to ‘I paid last time,’ and when to accept a promise vs. call the billing office. Confident, warm, no apologizing for collecting what’s owed.”
- #54The prior-auth status update
- #55The provider-relations escalation
- #56The client status update
- #57The new-patient billing FAQ
- #58The ABN conversation script
- #59The records-request response
- #60The refund letter
- #61The error-correction letter
- #62Voicemail scripts
- #63The statement insert
- #64The improper-request refusal
- #65The late-charges conversation
The Operation Prompts 66–85
- #66The worklist organizer
“Here are my de-identified A/R follow-up notes — reference letters only, no patient info: [PASTE]. Build my work order: rank by (1) deadline risk — timely filing, appeal windows, take-back response dates — then (2) dollar value, then (3) age. Each item: the single next action in one sentence, and what I’ll need open in my billing system. Flag 3+ touches with no movement as ESCALATE. Numbered list, top to bottom.”
- #67The cadence builder
- #68The call-block plan
- #69The weekly manager report
- #70The monthly report, explained
- #71The KPI explainer
- #72The clean-claim checklist
- #73The charge-entry QA sheet
- #74The posting-discrepancy note
- #75The credit-balance workflow
- #76The write-off policy draft
“Draft a small-balance and write-off policy for [MANAGER/CLIENT] approval: thresholds as [BLANKS], categories (small balance, uncollectible after N touches, timely-filing loss — tracked separately because those are OUR misses), approval levels, and the monthly report line each category feeds. FLAG AT TOP: this is a draft for management/compliance approval — routine write-offs of patient responsibility raise compliance issues; nothing here is policy until approved.”
- #77The month-end close checklist
- #78The service agreement skeleton
- #79The onboarding checklist
- #80The kickoff email
- #81The escalation matrix
- #82The coverage handoff
- #83The everything-log entry
- #84The subcontractor brief
- #85The Friday sweep
Credentials & Standing Prompts 86–105
- #86The study plan
“Build my study plan for the [EXAM] on [DATE]. I can study [N] hours/week in [LENGTH] blocks. The exam’s content areas: [PASTE OFFICIAL BLUEPRINT]. My weak areas: [LIST]. Week-by-week: weak areas early and repeated, everything touched twice, last two weeks for timed practice exams. One concrete task per session. Sources are my current code books, official guidelines, and course materials — mark any concept you explain as VERIFY AGAINST CURRENT GUIDELINES. Printable table.”
- #87Quiz me from this text
- #88The concept explainer
- #89The flashcard maker
- #90Exam-day strategy
- #91The weak-area drill
- #92The CEU tracker
- #93The CEU session summary
- #94Which cert next?
- #95The numbers resume
- #96The full resume
- #97The cover letter
- #98The LinkedIn profile
- #99The LinkedIn post
- #100The raise case
- #101Interview prep
- #102The brag file
- #103The chapter plan
- #104The mentor outreach
- #105The annual plan
The Knowledge Work Prompts 106–120
- #106The bulletin distiller
“Here’s a payer bulletin/policy update (public document, no patient data): [PASTE]. My world: [SPECIALTIES + PAYER MIX]. Give me: (1) the 2–4 items that could affect my claims, each in two plain sentences — what’s changing, what I’d do differently; (2) effective dates; (3) sounds-relevant-but-isn’t items, one line each; (4) a VERIFY list — the exact sections to read in full in the original before changing anything. Where precision matters, quote exactly or point to the section — no loose paraphrase.”
- #107The old-vs-new comparison
- #108The coverage-policy digest
- #109The payer-quirk sheet
- #110The change-season study notes
- #111The change-impact memo
- #112The documentation one-pager
- #113The provider mini-talk
- #114The front-desk training module
- #115The new-hire curriculum
- #116The training scenario generator
- #117The modifier concept explainer
- #118The audit-lens explainer
- #119The acronym decoder
- #120The knowledge-base organizer
Marketing & Growth Prompts 121–145
- #121The provider outreach letter
“Write a one-page letter from my billing company to a [SPECIALTY] practice owner. My real facts — use only these, invent nothing: [YEARS, SPECIALTIES, our clients’ typical first-pass denial rate X% vs. the industry’s common 5–15%, days in A/R N, fee range X–Y% of collections, CREDENTIALS ON STAFF]. Structure: the cost of the status quo (general industry framing, no fabricated stats about THEIR practice); what we do differently in 3 concrete bullets; one real client result [SUPPLY or BLANK]; the low-commitment next step (a free 30-minute A/R review). Professional, zero hype. Clarity wins.”
- #122The niche position
- #123The services page
- #124The home page
- #125The LinkedIn presence batch
- #126The case study
- #127The referral-partner letter
- #128The discovery-call script
- #129The proposal template
- #130The fee conversation
- #131The objection handler
- #132The nurture sequence
- #133The specialty one-pager
“Write my [NICHE, e.g., behavioral health] billing one-pager: the 5 billing realities that make this specialty painful [FROM MY EXPERIENCE — e.g., auth churn, parity issues, telehealth rules], how we handle each, one proof number [BLANK], and the next step. This reader has been burned by generalist billers — precision is the pitch.”
- #134The conference follow-up
- #135The testimonial ask
- #136The win-back note
- #137The Google Business Profile
- #138The client newsletter
- #139The fee-increase letter
- #140The specialist pitch
- #141The audit-readiness proposal
- #142The cross-training proposal
- #143The promotion memo
- #144The lunch-and-learn
- #145The chapter talk
Admin & Momentum Prompts 146–150
- #146The Monday morning brief
“Organize my week from this mess: [PASTE — deadlines, promised reports, appeals due, meetings, the thing I keep deferring]. Output: the 3 deadline-critical items, the calls/messages owed today, the report prep to start now (month-end math), and what I’m forgetting based on what I’ve told you [IF IN THIS CHAT].”
- #147The SOP writer
- #148The meeting-with-myself
- #149The delegation test
- #150The edition-one graduation