Glossary
AI & Professional Documentation Glossary
Definitions and guides for professional documentation terms — from SOAP notes to prior authorization letters. Learn what each document is and how AI can help.
Healthcare
SOAP Note
A SOAP note is a structured clinical documentation format used by healthcare providers to record patient encounters. It stands for Subjective, Objective, Assessment, and Plan, and is the standard documentation method in physical therapy, chiropractic care, and many other clinical disciplines.
Prior Authorization
Prior authorization is a requirement by health insurance companies that a healthcare provider obtain approval before a prescribed medication, procedure, or service will be covered. It is a common hurdle in pharmacy practice and can delay patient care if not handled efficiently.
MTM Documentation
MTM (Medication Therapy Management) documentation records the pharmacist's comprehensive review of a patient's medications, including drug interactions, adherence issues, and therapeutic recommendations. It is a billable service that requires thorough documentation to justify reimbursement.
Periodontal Narrative
A periodontal narrative is a detailed clinical report written by dental professionals to document the severity of periodontal disease and justify treatment to insurance companies. It includes probing depths, bleeding on probing, attachment loss, and radiographic findings.
Medical Necessity Letter
A medical necessity letter is a formal document written by a healthcare provider to justify that a specific treatment, procedure, or equipment is medically required for a patient. These letters are critical for obtaining insurance approval and appealing denied claims.
Home Exercise Program (HEP)
A Home Exercise Program (HEP) is a set of therapeutic exercises prescribed by a physical therapist or rehabilitation professional for a patient to perform independently at home. HEPs are essential for reinforcing in-clinic treatment and promoting long-term recovery.
Patient Counseling Script
A patient counseling script is a structured communication framework used by pharmacists to educate patients about their medications. It covers key points including dosage, administration, side effects, drug interactions, and storage requirements.
Clinical Documentation
Clinical documentation is the systematic recording of patient health information, including assessments, treatments, and outcomes. Accurate clinical documentation is essential for continuity of care, legal protection, insurance reimbursement, and regulatory compliance across all healthcare disciplines.
Insurance Appeal Letter
An insurance appeal letter is a formal written request to an insurance company asking them to reconsider a denied claim. It presents clinical evidence, medical necessity arguments, and supporting documentation to overturn the denial and secure coverage for the patient.
Drug Interaction Check
A drug interaction check is a systematic screening process performed by pharmacists to identify potentially harmful interactions between a patient's medications, supplements, and foods. It is a critical component of medication safety and pharmaceutical care.
DAP Note
A DAP note is a structured clinical documentation format used by therapists and counselors to record therapy sessions. It stands for Data, Assessment, and Plan, and is widely used in mental health and behavioral health settings.
SBAR Handoff
SBAR is a structured communication framework used primarily in nursing to ensure clear and concise information transfer during shift handoffs. It stands for Situation, Background, Assessment, and Recommendation.
NANDA-I Nursing Diagnosis
NANDA-I (formerly the North American Nursing Diagnosis Association) maintains a standardized taxonomy of nursing diagnoses used worldwide to identify patient problems, guide care planning, and support evidence-based nursing practice.
Treatment Plan (Mental Health)
A mental health treatment plan is a structured clinical document that outlines a client's diagnoses, therapeutic goals, measurable objectives, and planned interventions. It serves as a roadmap for therapy and is required by most insurance payers.
Real Estate
MLS Listing Description
An MLS listing description is the written property description entered into the Multiple Listing Service (MLS) that markets a home for sale. A well-crafted description highlights the property's best features, targets the right buyer audience, and must comply with Fair Housing guidelines.
CMA Narrative
A CMA (Comparative Market Analysis) narrative is a written explanation that accompanies a real estate agent's property valuation report. It explains why certain comparable properties were selected, how adjustments were made, and provides context for the recommended listing or offer price.
Fair Housing Compliance
Fair Housing compliance refers to adhering to federal, state, and local laws that prohibit discrimination in the sale, rental, and financing of housing. In real estate marketing, this means avoiding language that could be construed as discriminatory toward any protected class.
Open House Follow-Up
Open house follow-up refers to the communication strategies and messages real estate agents use to reconnect with visitors after an open house event. Effective follow-up converts attendees into clients by providing value, answering questions, and nurturing the relationship.
Financial
Insurance Policy Summary
An insurance policy summary is a simplified overview of an insurance policy's key terms, coverage limits, exclusions, and premiums. It translates complex policy language into a format that clients can easily understand and reference.
Financial Plan Summary
A financial plan summary is a comprehensive yet accessible overview of a client's financial strategy, covering investment allocations, retirement projections, risk management, tax planning, and estate considerations. It serves as the primary deliverable from a financial planning engagement.
Reconciliation Report
A reconciliation report is a financial document prepared by bookkeepers to compare and resolve differences between two sets of records, most commonly bank statements and internal accounting records. It identifies discrepancies and ensures the accuracy of financial reporting.
Portfolio Review Letter
A portfolio review letter is a periodic communication from a financial advisor to a client that summarizes investment performance, discusses market conditions, reviews the current asset allocation, and outlines any recommended changes. It is typically sent quarterly or semi-annually.
Business
Client Proposal
A client proposal is a formal document prepared by a consultant or professional service provider that outlines the scope of work, methodology, timeline, deliverables, and pricing for a prospective engagement. A compelling proposal is essential for winning new business.
Executive Summary
An executive summary is a concise overview of a longer business document, report, or proposal. It highlights key findings, recommendations, and action items, enabling busy decision-makers to quickly understand the essential points without reading the full document.
Job Description
A job description is a formal document that outlines the responsibilities, qualifications, skills, and expectations for a specific role within an organization. Well-written job descriptions attract qualified candidates, set clear performance expectations, and support legal compliance in hiring.
Employee Handbook
An employee handbook is a comprehensive document that outlines an organization's policies, procedures, benefits, and expectations for employees. It serves as a reference guide for workplace conduct, legal compliance, and company culture.
Onboarding Plan
An onboarding plan is a structured program that guides new employees through their first days, weeks, and months at an organization. It covers orientation activities, training schedules, goal setting, and milestone check-ins to accelerate time-to-productivity.
Prospect Research Brief
A prospect research brief is a pre-meeting intelligence dossier compiled on a potential client or company. It summarizes key business information, recent developments, pain points, and conversation starters to help sales professionals prepare for productive discovery conversations.
Sales Proposal
A sales proposal is a formal document that presents a recommended solution to a prospect's business problem, including scope, pricing, timeline, and expected return on investment. It is the primary closing document in most B2B sales processes.
Discovery Call
A discovery call is the initial sales conversation with a prospect designed to understand their business challenges, goals, timeline, budget, and decision-making process. It is the foundation of consultative selling.
Legal
Legal Memorandum
A legal memorandum (or legal memo) is an internal document prepared by a paralegal or attorney that analyzes a legal question by researching applicable law and applying it to the facts of a case. It provides an objective analysis and conclusion to guide legal strategy.
Discovery Response
A discovery response is a formal answer to discovery requests in litigation, including interrogatories, requests for production of documents, and requests for admission. Preparing accurate, timely discovery responses is a critical task for paralegals and litigation attorneys.
Demand Letter
A demand letter is a formal written communication sent before filing a lawsuit that outlines the sender's legal claims, the facts supporting those claims, and a specific demand for resolution. It serves as a final attempt to resolve a dispute without litigation.
Case Summary
A case summary (or case digest) is a condensed analysis of a legal case that extracts the key facts, legal issues, court holdings, and reasoning. Paralegals prepare case summaries to help attorneys quickly understand relevant precedent and develop legal strategy.
Legal Billing Narrative
A legal billing narrative is a detailed, task-based description of work performed by an attorney or legal professional, recorded as a time entry for client invoicing. It must be specific enough to justify the time billed and withstand audit scrutiny.
Engagement Letter
An engagement letter is a formal written agreement between an attorney and a client that defines the scope of legal representation, fee arrangements, billing practices, and the responsibilities of both parties.
Contract Review Summary
A contract review summary is a structured analysis of a legal agreement that identifies key terms, obligations, deadlines, potential risks, and areas requiring negotiation or amendment.
AI General
Prompt Engineering
Prompt engineering is the practice of designing and refining text inputs (prompts) to get the best possible outputs from AI language models like ChatGPT and Claude. It involves structuring instructions, providing context, and using techniques like role assignment and few-shot examples.
AI Hallucination
An AI hallucination occurs when a large language model generates information that sounds plausible but is factually incorrect, fabricated, or unsupported by its training data. Understanding hallucinations is critical for professionals who use AI to produce client-facing documents.
Large Language Model (LLM)
A Large Language Model (LLM) is an AI system trained on vast amounts of text data that can understand and generate human-like text. Popular LLMs include OpenAI's GPT-4, Anthropic's Claude, and Google's Gemini, which power tools used across professional industries.
Prompt Template
A prompt template is a reusable, structured set of AI instructions that includes fixed instructional text and variable placeholders for user-specific input. Prompt templates ensure consistent, high-quality AI outputs for recurring professional tasks.
Education
Skilled Trades
Scope of Work (SOW)
A scope of work is a detailed project document that defines the work to be performed, materials to be used, deliverables, timeline, payment schedule, and terms and conditions for a construction, renovation, or service project.
Inspection Report
An inspection report is a structured document that records the findings of a property, system, or equipment inspection. It typically includes observations, deficiencies, photographs, and recommendations organized by area or system.
Change Order
A change order is a formal written modification to an existing contract or scope of work that documents additions, deletions, or alterations to the original project agreement, including any resulting changes to cost and timeline.
Events & Hospitality
Event Timeline
An event timeline is a minute-by-minute or hour-by-hour schedule that coordinates all activities, vendor arrivals, setup tasks, and program elements for an event. It serves as the master operational document for event day execution.
Vendor RFP
A vendor RFP (Request for Proposal) is a formal document sent to potential vendors inviting them to submit proposals for providing specific products or services for an event. It standardizes the evaluation process and ensures vendors provide comparable, detailed responses.
Health & Wellness
Design & Creative
FF&E Schedule
An FF&E (Furniture, Fixtures & Equipment) schedule is a comprehensive specification document used in interior design that catalogs every movable item in a project, including product details, quantities, pricing, lead times, and vendor information.
Design Concept Narrative
A design concept narrative is a written description of the creative vision for an interior design project. It articulates the design intent, aesthetic direction, material palette, and emotional experience of the space for client presentations and project documentation.