Hard to Fire · Book One companion

Complete AI Starter Prompt Library

32 source-faithful prompts, organized by business function.

These prompts create drafts, hypotheses, structures, and questions. They do not make professional decisions or transfer accountability to a tool.

Classification: Reference Tool

This companion library contains all thirty-two prompts, organized by business function. They create drafts, hypotheses, structures, and questions. They do not make professional decisions or transfer accountability to a tool.

Mandatory Data and Review Gate

Use only an organization-approved AI tool for the exact permitted purpose. Every input must be authorized for that environment. A personal or free account is not approved merely because it is convenient.

Do not enter proprietary, employee, customer, regulated, privileged, credential, nonpublic financial, or personal information unless the tool, purpose, and exact data use are authorized. Anonymizing a record does not create permission. If the boundary is unclear, stop and ask the responsible security, privacy, legal, compliance, or records owner.

Treat every output as a first draft. Check numbers, formulas, dates, citations, source support, assumptions, and anything that may leave your inbox. The Flag line requires the tool to expose uncertainty. The Human review line names the professional check that still belongs to you and the designated reviewer.

Copy the seven labeled lines for one prompt. Replace only the authorized placeholders. Keep the labels in your request so the output remains bounded and reviewable.

If You Are Listening

Do not try to hold all thirty-two prompts in memory. Choose the business function matching today's task, then select one prompt. Before you run it, confirm the approved tool and exact data use. Afterward, verify the named work product and resolve every flag. The printable prompt library and maintained copy-ready versions are at hardtofire.club. The site does not grant authorization or professional approval.

1. Finance & Accounting

Variance Analysis Support

Role: Analyst

Allowed input: Variance figures, budget figures, and context authorized for this exact use in the approved AI environment.

Do not include: Financial, customer, employee, forecast, or board data not authorized for this exact use.

Task: Review the quarterly variance report and flag line items where actual exceeds budget by more than 10%. For each flag, suggest one executive summary sentence explaining the variance without sounding defensive.

Return: A list of flagged line items and draft sentences.

Flag: Uncertainties, missing context, unsupported assumptions, and calculation gaps.

Human review: Verify all figures and variance calculations before use.

Financial Model Stress Testing

Role: Strategist

Allowed input: Projection assumptions and base-case variables authorized for this exact use in the approved AI environment.

Do not include: Financial, operational, customer, or strategy data not authorized for this exact use.

Task: Run three scenarios. Use the base case as written. Apply a downside case where a specific variable drops 20%. Apply an upside case where a specific variable grows 15%. Show a summary table with revenue, margin, and cash flow for each scenario.

Return: A summary table of the three scenarios.

Flag: Missing context, unsupported assumptions, and source or calculation gaps.

Human review: Verify all formulas and scenario math before use.

Board Deck Narrative Drafts

Role: Ghostwriter

Allowed input: Q[X] financial results and key metrics authorized for this exact use in the approved AI environment.

Do not include: Financial, customer, board, forecast, or strategy data not authorized for this exact use.

Task: Write three bullet points for the board deck that frame these results honestly but constructively. Acknowledge the misses, highlight what is working, and avoid anything that sounds like spin.

Return: Three draft bullet points.

Flag: Missing context, unsupported assumptions, and source or calculation gaps.

Human review: Verify all metrics against authorized source documents before use.

Audit Prep Documentation

Role: Assistant

Allowed input: The audit area, current request list, and documentation standards authorized for this exact use.

Do not include: Privileged audit communications or proprietary internal controls.

Task: List the ten most common documents auditors request for the specified audit area. Flag any that typically cause delays so the operator can pull them first.

Return: A list of ten common documents with delay flags.

Flag: Uncertainties, missing context, and source gaps.

Human review: Verify the list with the audit lead, current request list, and applicable accounting or audit requirements before use.

2. Operations & Project Management

Status Report Drafting

Role: Assistant

Allowed input: Authorized raw project notes and approved milestone data.

Do not include: Proprietary technical specs or employee personal information.

Task: Turn raw project notes into a one-page status report with sections for Accomplishments, Risks/Issues, Next Steps, and Decisions Needed. Keep the tone professional but direct.

Return: A one-page draft status report.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all milestone statuses and risk descriptions before use.

Process Documentation

Role: Second Brain

Allowed input: Approved process descriptions and authorized operational timeframes.

Do not include: Proprietary system credentials or customer data.

Task: Ask questions about each step until enough detail exists to write a standard operating procedure. Draft the SOP with numbered steps, responsible parties, and estimated time per step.

Return: A structured draft standard operating procedure.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all steps and timeframes with process owners before use.

Risk Register Building

Role: Strategist

Allowed input: Authorized project scope descriptions and approved initiative details.

Do not include: Proprietary financial data or regulated customer information.

Task: Build a risk register with columns for Risk Description, Likelihood, Impact, Mitigation Strategy, and Owner. Populate it with at least eight risks, including two that project teams typically overlook.

Return: A draft risk register table.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all likelihood and impact ratings with the project team before use.

Meeting Prep Briefs

Role: Assistant

Allowed input: Approved meeting topics and authorized audience context.

Do not include: Proprietary negotiation positions or employee personal data.

Task: Write a one-page prep brief with key talking points, likely questions, and two things to avoid saying.

Return: A one-page draft prep brief.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all talking points against current strategy before use.

3. Marketing & Communications

Internal Announcement Drafting

Role: Ghostwriter

Allowed input: Approved change details and authorized policy updates.

Do not include: Nonpublic financial data or employee personal information.

Task: Draft a 300-word internal email that leads with what is changing, explains why in one paragraph, addresses the most obvious employee concern, and closes with next steps. Avoid corporate jargon.

Return: A 300-word draft email.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all change details against approved policy before use.

Content Repurposing

Role: Editor

Allowed input: Approved published blog posts and authorized marketing copy.

Do not include: Proprietary customer data or nonpublic financial results.

Task: Turn the provided content into three 150-word LinkedIn posts with different angles, five tweet-length summaries, and a one-paragraph email newsletter blurb. Match the tone of the original.

Return: Draft social media posts and a newsletter blurb.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all claims against the original source before use.

Competitive Positioning Analysis

Role: Analyst

Allowed input: Authorized internal product descriptions and public competitor information.

Do not include: Proprietary pricing data or nonpublic financial details.

Task: Compare the product descriptions side by side. Identify three areas where we are stronger, three where they are stronger, and suggest how to position our product in a sales conversation.

Return: A draft competitive comparison and positioning suggestions.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all competitor claims against public sources before use.

Presentation Script from Slides

Role: Ghostwriter

Allowed input: Approved slide text and authorized presentation context.

Do not include: Proprietary technical specifications or employee data.

Task: Write speaker notes for each slide for a 20-minute slot. Use natural language and include transition sentences between slides.

Return: Draft speaker notes for the presentation.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all script details against the slide content before use.

4. HR & People Operations

Job Description Overhaul

Role: Editor

Allowed input: Approved current job descriptions and authorized role requirements.

Do not include: Employee personal data or proprietary compensation structures.

Task: Rewrite the description so the first paragraph answers why someone would want this job. Remove requirements that are actually preferences. Flag any language that may be exclusionary, vague, or unnecessary.

Return: A draft job description and a list of flagged terms.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all requirements and flagged terms with HR before use.

Performance Review Drafts

Role: Assistant

Allowed input: Authorized rough performance notes and approved business outcomes.

Do not include: Medical, protected, unrelated personal, or investigation information, or any employee record not authorized for this exact use.

Task: Draft a performance review that starts with specific accomplishments tied to business outcomes, addresses the development area constructively, and ends with a forward-looking goal. Keep it under 400 words.

Return: A draft performance review.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify every performance claim against authorized records and complete required manager and HR review before use.

Interview Question Design

Role: Tutor

Allowed input: Approved role competencies and authorized hiring criteria.

Do not include: Candidate personal data or proprietary internal HR investigations.

Task: Provide four behavioral interview questions that test the competency. For each question, include what a strong answer sounds like and what a red-flag answer sounds like.

Return: Four draft interview questions with evaluation guides.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify job relevance, consistency, accessibility, and current hiring policy with qualified HR before use.

Policy Plain-Language Rewrite

Role: Editor

Allowed input: Approved current policy text and authorized employee guidelines.

Do not include: Proprietary operational secrets or employee personal data.

Task: Rewrite the policy at an eighth-grade reading level without changing any rules. Add a Quick Reference section at the top with the five things employees ask about most.

Return: A draft plain-language policy and quick reference section.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Compare every rule with the approved original and complete required HR, policy-owner, and legal review before use.

5. Sales & Business Development

Proposal Executive Summary

Role: Ghostwriter

Allowed input: Approved proposal scope details and authorized client context.

Do not include: Proprietary pricing models or nonpublic financial data.

Task: Write a one-page executive summary that leads with the client problem, connects our approach to their business outcomes, and includes a clear next step.

Return: A one-page draft executive summary.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all scope details against the approved proposal before use.

Objection Response Prep

Role: Sounding Board

Allowed input: Authorized product descriptions and approved buyer personas.

Do not include: Proprietary cost data or customer personal information.

Task: For each common objection, provide a response that acknowledges the concern, reframes it, and pivots to a strength. Keep each response under 60 words.

Return: Three draft objection responses.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all reframes against current product capabilities before use.

Account Research Brief

Role: Analyst

Allowed input: Public company information and authorized industry context.

Do not include: Customer personal data or proprietary internal sales forecasts.

Task: Research the company and provide their most recent quarterly revenue trend, CEO priorities, industry challenges, and one specific reference point for the meeting. Require source URL, date, direct support, and an unknown marker for any missing data.

Return: A draft account research brief with cited sources.

Flag: Uncertainties, missing context, unsupported assumptions, and source gaps.

Human review: Verify all public source URLs and dates before use.

Win/Loss Analysis Framework

Role: Strategist

Allowed input: Authorized deal context and approved competitor names.

Do not include: Customer personal data or proprietary pricing details.

Task: Structure a win/loss analysis. Provide questions to ask internally, questions for the prospect, and patterns to look for across the last five losses.

Return: A draft win/loss analysis framework.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all questions against current sales strategy before use.

6. Legal & Compliance

Contract Clause Summary

Role: Assistant

Allowed input: Approved vendor contract descriptions and authorized business terms.

Do not include: Privileged communications, proprietary trade secrets, or nonpublic financial data.

Task: Summarize the five clauses that carry the most risk for us as the buyer. For each one, explain in plain English what it means, what could go wrong, and what to ask our attorney to push back on.

Return: A draft summary of five risky clauses.

Flag: Uncertainties, missing context, unsupported assumptions, and source gaps.

Human review: Verify all clause interpretations with qualified legal counsel before use.

Regulatory Change Impact Assessment

Role: Analyst

Allowed input: Public regulatory announcements and authorized industry details.

Do not include: Proprietary compliance data or privileged legal advice.

Task: Draft a one-page impact assessment covering what changed, who is affected, what we need to do to comply, and a realistic timeline for implementation.

Return: A draft regulatory impact assessment.

Flag: Uncertainties, missing context, unsupported assumptions, and source gaps.

Human review: Verify all compliance steps with qualified regulatory counsel before use.

Compliance Training Content

Role: Tutor

Allowed input: Approved compliance topics and authorized training guidelines.

Do not include: Employee personal data or privileged investigation details.

Task: Draft an outline for a 15-minute compliance training module. Include three real-world scenarios, the correct response for each, and one common mistake people make.

Return: A draft compliance training outline.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all training content with qualified compliance officers before use.

Policy Gap Identification

Role: Strategist

Allowed input: Approved current policy text and public best practice guidelines.

Do not include: Proprietary internal audit results or privileged legal communications.

Task: Compare the policy against current best practices and flag areas where we are silent. For each gap, suggest one paragraph of language to bring to legal for review.

Return: A list of policy gaps and draft language suggestions.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all suggested language with qualified legal counsel before use.

7. Technology & IT

System Requirements Documentation

Role: Second Brain

Allowed input: Approved business requirements and authorized project scope.

Do not include: Proprietary system credentials or regulated customer data.

Task: Translate business needs into structured requirements with a unique ID, priority level, acceptance criteria, and dependencies.

Return: A draft requirements document.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all requirements and dependencies with technical teams before use.

Incident Post-Mortem Drafts

Role: Editor

Allowed input: Authorized incident timelines and approved system impact details.

Do not include: Employee personal data or proprietary security credentials.

Task: Draft a post-mortem document with sections for Summary, Impact, Root Cause, Contributing Factors, What Went Well, What Did Not, and Action Items. Keep the tone blameless and focused on systems.

Return: A draft incident post-mortem document.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all timeline facts and root causes with the technical team before use.

Technical Documentation for Non-Technical Audiences

Role: Tutor

Allowed input: Approved technical specifications and authorized business context.

Do not include: Proprietary source code or regulated system access logs.

Task: Rewrite the technical specification as a one-page summary for business stakeholders. Explain what it does, why it matters, what changes they will see, and what they do not need to worry about.

Return: A one-page draft technical summary.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all technical claims against the specification before use.

Vendor Evaluation Matrix

Role: Analyst

Allowed input: Approved vendor names and authorized evaluation criteria.

Do not include: Proprietary internal pricing or nonpublic financial data.

Task: Build an evaluation matrix with weighted scoring. Suggest appropriate weights and include a column for notes on strengths and weaknesses.

Return: A draft vendor evaluation matrix.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all suggested weights with the procurement team before use.

8. Administration & Executive Support

Executive Brief Preparation

Role: Assistant

Allowed input: Authorized meeting background and approved attendee context.

Do not include: Proprietary negotiation strategies or employee personal data.

Task: Prepare a one-page brief including the meeting purpose, three key points, potential questions with suggested responses, and the specific decision or outcome we seek.

Return: A one-page draft executive brief.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all briefing points with the executive before use.

Travel Itinerary Optimization

Role: Second Brain

Allowed input: Approved travel schedules and authorized meeting locations.

Do not include: Passport, payment, loyalty-account, home-address, credential, or security details, or any travel data not authorized for this exact use.

Task: Organize the schedule into a clean itinerary with local times, travel time between locations, gaps for calls, and any scheduling conflicts.

Return: A draft travel itinerary.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify all times and locations against current travel bookings before use.

Email Triage and Response Drafts

Role: Assistant

Allowed input: Sanitized subject lines and summaries authorized for triage in the approved AI environment.

Do not include: Message content, attachments, personal data, credentials, or regulated information not authorized for this exact use.

Task: Categorize the emails as Needs Response Today, Can Wait, FYI Only, or Delegate. For the urgent items, draft a two-sentence reply for each.

Return: Categorized email lists and draft replies.

Flag: Missing context, unsupported assumptions, and source gaps.

Human review: Verify all categorizations and draft replies before use.

Board Meeting Logistics Checklist

Role: Strategist

Allowed input: Approved board meeting dates and authorized location details.

Do not include: Proprietary board materials or nonpublic financial records.

Task: Generate a logistics checklist covering pre-meeting preparation, day-of logistics, and post-meeting follow-up. Flag anything that needs to be done more than two weeks in advance.

Return: A draft board meeting logistics checklist.

Flag: Uncertainties, missing context, and unsupported assumptions.

Human review: Verify dates, governance requirements, owners, and every board-related deadline before use.