Prompt Library
Structured prompt templates organized by sector and audience.
Prompts for teaching, studying, assessment, and academic research.
Onboarding, policy, performance, and internal communication.
Campaigns, positioning, content, and channel strategy.
Reporting, analysis, forecasting, and stakeholder communication.
Prospecting, outreach, proposals, and deal communication.
Contracts, policy drafting, and compliance communication.
Ticket responses, de-escalation, and customer success communication.
SOPs, meeting follow-through, vendor and project communication.
Release notes, technical documentation, and internal IT support.
All prompts
Internal policy section draft
Draft a policy section with clear obligations and consequences, not vague aspirational language.
Contract summary for business stakeholders
Translate a contract into the operational obligations a non-legal team actually needs.
Negotiation position memo
Rank open deal points by priority with a target and fallback position for each.
Termination clause review
Summarize exit rights, notice/cure requirements, and surviving obligations.
Indemnification clause analysis
Break down who bears what risk under an indemnification clause and flag asymmetries.
Redline language suggestions
Draft specific replacement language for a flagged clause, with negotiation-difficulty notes.
Settlement leverage memo
Identify and rank the top fact-grounded leverage points for an early settlement.
Cross-examination question set
Draft narrow, leading cross-examination questions that build toward specific points.
Non-compete enforceability assessment
Give a preliminary enforceability risk read on a non-compete clause under a named jurisdiction.
Change-of-control provision review
Identify change-of-control, anti-assignment, and acquisition-triggered termination provisions.
Vendor compliance questionnaire
Build a specific, dealbreaker-flagged compliance questionnaire for a new vendor.
Policy rollout announcement
Announce a policy change with the effective date and required action stated clearly up front.
Compliance training talking points
Turn a policy into training talking points with a worked example scenario.
Regulatory change impact summary
Identify the specific gap between current practice and a new regulatory requirement.
Sanctions risk flagging
Flag potential sanctions risk points in a supply chain routing for further verification.
Judicial trend research brief outline
Structure a research brief around the sub-questions it needs to answer, no invented citations.
Privacy impact preliminary summary
Flag which jurisdictions and legal bases are likely implicated by a new data practice.
Data breach notification template
Draft a breach notification template flagged for jurisdiction-specific confirmation.
Counterparty pushback response
Respond to negotiation pushback on a specific clause, offering only real flexibility.
NDA draft
Draft a starting NDA with standard sections and flagged inputs still needed.
Vendor/services agreement outline
Draft a section-by-section vendor agreement outline covering named risk areas explicitly.
Policy rewrite in plain language
Rewrite dense policy text for general staff while preserving every actual obligation.
Contract risk-flagging review
Review an incoming agreement and flag risky or non-standard clauses in plain business terms.
Board resolution draft
Draft a board resolution with standard structure and flagged placeholders for missing specifics.
Patent claim variation drafting
Draft alternative independent claim variations that meaningfully differ in scope.
Open-source dependency license review
Flag copyleft licenses in a dependency list and how distribution model changes exposure.
Internal case summary memo
Turn case notes into a status-led internal memo separating established from disputed facts.
Office hours follow-up
Draft an accurate, brief recap of an office hours conversation and its next steps.
Simplify a concept with an analogy
Explain a hard concept using a real-world analogy that actually maps onto the mechanism.
Target journal shortlist
Shortlist journals by fit with your topic and stated priorities, flagging tensions between them.
Peer reviewer response letter
Draft a respectful, point-by-point response to every reviewer comment.
Manuscript abstract draft
Draft a word-limited abstract where every claim traces back to the given content.
Active-learning lesson plan
Build a timed session plan with at least one active element, not lecture-only.
Findings sanity check
Flag genuine numerical or logical inconsistencies in reported findings before submission.
Study design critique
Get a peer-reviewer-style critique flagging real, fixable methodological weaknesses.
Systematic literature search strategy
Design a multi-database search strategy with controlled vocabulary, not just keywords.
Results interpretation for the discussion section
Interpret statistics in plain language, separating statistical from practical significance.
Research method selection
Get a justified method recommendation with assumptions, checks, and a fallback.
Literature synthesis from paper summaries
Turn your own paper summaries into a coherent, gap-stating literature review section.
Simplify a policy notice for faculty
Turn a bureaucratic policy document into a clear, actionable faculty email.
Letter of recommendation
Draft a specific, example-grounded recommendation letter with placeholders for details you supply.
Seminar discussion questions
Write ordered discussion questions that avoid single-right-answer recitation.
Rubric-grounded grade justification
Write feedback that ties every point back to a specific rubric criterion.
Tiered grading rubric
Generate a grading rubric with concrete, distinguishing descriptions per performance tier.
Measurable learning objectives
Write assessable learning objectives using measurable action verbs, not vague ones.
Syllabus outline
Design a week-by-week syllabus that builds logically toward stated learning goals.
Strict tutor paragraph review
Get a direct craft-level review of a draft paragraph for passive voice, clarity, and flow.
Argumentative essay outline
Build a full essay outline with thesis, evidence-backed body points, and a counter-argument.
Identify gaps in study notes
Review your own notes for missing foundational concepts before an exam, not just typos.
Scope change summary
Document a scope change with impact and required approval, even if impact is unconfirmed.
Blocker escalation
Escalate a blocker with a specific ask and deadline stated up front.
Leadership-ready risk summary
State a project risk plainly with mitigation trade-offs and one clear recommendation.
3-sentence executive summary
Condense a detailed status into exactly 3 sentences that never hide a risk.
Customer-facing release notes
Translate a raw changelog into grouped, benefit-focused release notes.
Requirements draft from conversation notes
Turn stakeholder conversation notes into scoped must-haves and nice-to-haves.
Stakeholder status update
Turn raw progress notes into a status-led update with a clear decision-needed flag.
SOP from a workflow description
Turn an informal workflow description into a proper, followable SOP.
SOP gap review
Audit an existing SOP for ambiguity or missing steps and propose specific fixes.
Meeting prep agenda
Build a time-budgeted agenda ordered by priority and marked for decision vs. info items.
Meeting notes to follow-up summary
Turn raw meeting notes into decisions, owned action items, and open questions.
Scalable architecture recommendation
Recommend architecture changes justified by a specific scale target, with trade-offs stated.
Vendor status request
Request a status update from a vendor with a specific, professional ask.
Vendor issue internal escalation
Escalate a vendor problem internally, leading with business impact.
Operational incident report
Write a blameless, factual incident report with a clear timeline.
Incident prevention recommendations
Propose preventive measures that trace directly to the incident’s root cause, ranked by effort vs. impact.
Multi-process audit summary
Turn audit findings across several processes into a single prioritized improvement list.
Postmortem action item extraction
Extract action items that trace to specifics in the postmortem, prioritized against team capacity.
Engineering postmortem
Write a blameless postmortem with a real timestamped timeline and separated fix/prevention.
Architecture overview for new hires
Explain system architecture component-by-component, including the why behind decisions.
Engineering first-week ramp-up guide
Prioritize what a new engineer needs day 1 vs. what they’ll pick up naturally.
Step-by-step integration guide
Turn informal technical notes into a numbered guide with prerequisites and checkpoints.
API endpoint reference doc
Document an endpoint fully, with a realistic example request/response, not placeholders.
Security & data retention policy template
Draft a compliance-framework-aligned policy template, flagging where current practice likely falls short.
Tribal knowledge to internal doc
Turn an informal, rambling explanation into a structured, precise internal doc.
New-hire IT onboarding checklist
Build an IT setup checklist ordered by timing, with approvals flagged separately.
KB article audit
Flag specific outdated statements and gaps in an existing KB article, with fixes.
KB article from a resolved ticket
Generalize a resolved ticket into a self-service KB article with an escalation path.
Incident resolution announcement
Confirm resolution clearly and only mention prevention if something concrete is planned.
Outage status update
Communicate an ongoing outage, committing to a next-update time instead of a guessed ETA.
Error root-cause explanation
Rank likely causes of a recurring technical error and give a confirm step for each.
Step-by-step troubleshooting instructions
Order fixes from simplest to most involved, written for the user’s stated technical level.
Clarifying questions for a vague ticket
Ask only the questions that would actually help diagnosis, plus one thing to try meanwhile.
Ticket classification and prioritization
Classify and prioritize incoming tickets, flagging duplicates and under-specified ones.
Competitive gap analysis
Identify defensible product gaps against a named competitor, ranked by user impact.
MoSCoW feature prioritization
Categorize features into Must/Should/Could/Won’t have with a rationale per item.
Roadmap stakeholder update
Communicate a roadmap change and address anticipated pushback directly.
User personas from research notes
Build distinct, research-grounded personas rather than variations of the same person.
User feedback theme synthesis
Group survey/interview feedback into ranked themes with representative quotes.
User stories with acceptance criteria
Write Given-When-Then user stories including at least one edge case.
PRD outline
Generate a PRD outline with problem statement, success metrics, and open questions flagged.
Release highlight summary
Write a 2-3 sentence headline for a release, led by the single most important change.
Office logistical announcement
Announce a logistical change with practical impact and dates stated up front.
Thank-you / acknowledgment note
Draft a brief, specific acknowledgment note tied to the actual thing being thanked for.
Correspondence in the executive’s voice
Draft a message matching a described executive tone and covering every key point given.
Expense summary from raw receipts
Categorize and total a raw expense list, flagging anything that does not fit a category.
Report formatting cleanup
Clean up and structure a raw report for distribution without altering its substance.
Travel request summary
Turn trip details into an approval-ready travel request with an honest cost estimate.
Travel itinerary summary
Turn raw booking confirmations into a chronological itinerary with flagged risks.
Reschedule notification
Notify attendees of a reschedule clearly, without over-apologizing.
Meeting scheduling request
Draft a scheduling email that offers specific time options instead of an open-ended ask.
RAID log entries
Categorize mixed project notes strictly into Risks, Assumptions, Issues, or Dependencies.
Lessons-learned document
Turn a retrospective into forward-looking, actionable guidance for future projects.
Retrospective summary from raw notes
Structure retro notes into what went well, what to fix, and top takeaways.
Target account list triage
Score and tier a new account list against the ideal customer profile.
Income statement trend & anomaly review
Spot genuine trends and one-off anomalies across multi-year income statement data.
Multi-assumption scenario model
Model the combined cash flow impact of several assumptions at once.
Forecast assumptions stress-test
Check forecast assumptions against historical actuals and flag internal inconsistencies.
Budget variance root-cause analysis
Break a budget variance down into ranked, quantified contributing causes.
Variance explanation for a department manager
Turn a variance analysis into a short, non-defensive message for the department head.
Board-ready results narrative
Turn raw results into a board update that leads with what matters.
Financial metric definition
Write an unambiguous, reproducible definition for a financial metric.
Finance term glossary for non-finance readers
Turn a list of finance terms into a plain-language glossary with examples.
Reconciliation discrepancy note
Document a reconciliation discrepancy with what has been ruled out and the next concrete step.
Reconciliation summary for sign-off
Turn a completed reconciliation into a short summary a manager can review quickly.
Payment reminder email
Draft a payment reminder matched to the escalation stage.
Vendor invoice discrepancy query
Query a vendor about an invoice discrepancy professionally and specifically.
Annual report footnote summary
Turn dense legal and financial-commitment footnotes into a bulleted, traceable summary.
Contract financial obligation extraction
Extract every financial obligation and deadline from a contract, flagging ambiguity.
Month-end close checklist
Turn an informal close process into an ordered checklist with dependency and bottleneck notes.
Call notes to structured CRM entry
Map raw call notes to specific CRM fields and flag missing required data.
Close status update
Turn raw close progress notes into a status update that flags real risk to the target date.
Transaction categorization
Categorize transactions against a chart of accounts and flag genuinely ambiguous ones.
Expense policy in plain language
Rewrite expense policy so staff understand limits and rules without finance jargon.
OPEX reduction action plan
Turn an OPEX breakdown and savings target into a ranked, risk-flagged action plan.
Vendor spend review
Flag vendor spend candidates for renegotiation or cancellation based on utilization and renewal timing.
Counterparty credit risk assessment
Score default risk from financial ratios and flag what data would sharpen the read.
Regulatory change impact summary
Translate a regulatory update into a concrete gap-and-action summary against current practice.
Contract financial terms summary
Summarize a contract’s financial terms and risk for a non-legal decision-maker.
Contract renewal cost comparison
Compare current vs. proposed renewal terms and give a grounded recommendation.
Financial decision memo
Turn a financial decision and its reasoning into a short, sign-off-ready memo.
LinkedIn connection request
Write a sub-300-character LinkedIn connection request that earns the connection before pitching.
Multi-touch outbound sequence
Build a varied-angle outbound cadence that ends with a genuine breakup message.
Inbound lead follow-up sequence
Build a short, context-aware follow-up sequence for a warm inbound lead.
Discovery call qualifying questions
Write ordered qualifying questions that would disqualify a bad-fit prospect, not just confirm interest.
Pre-call research brief
Turn raw research notes into a one-screen pre-call brief with usable talking points.
"Not interested" response
Respond to early rejection without arguing, keeping the door open with one low-pressure alternative.
Gatekeeper / "send me info" response
Respond to a redirect or info request while still moving the deal forward.
Pain-point-mapped closing proposal
Build a proposal that ties every recommendation back to a pain point raised in the demo.
Quote cover note
Draft a cover message for a formal quote that highlights what matters most to this buyer.
Post-demo follow-up
Follow up after a demo referencing specifics and closing any open question.
No-response follow-up
Follow up on silence without guilt-tripping, with an easy yes/no response option.
Price objection response frameworks
Provide multiple distinct, value-grounded frameworks for handling "too expensive."
Contract terms pushback response
Prepare a grounded response to pushback on a specific contract term, with a fallback.
Deal handoff summary
Summarize a deal’s history for a receiving team so they can act without reading everything.
Internal champion enablement one-pager
Equip an internal champion with a one-pager to sell the deal internally.
Forecast narrative for leadership
Turn pipeline data into a forecast with stated confidence and the deals it depends on.
Pipeline health review
Flag stalled or low-quality deals in the pipeline and suggest the action each one needs.
Funnel drop-off diagnosis
Propose tactics for a specific funnel stage’s drop-off, separating quick fixes from process change.
Conversion rate leverage-point analysis
Find the highest-leverage funnel stage to fix, not just the lowest-looking number.
Competitor battlecard
Build talk-track USPs against a named competitor, grounded in real strengths and weaknesses.
Team objection playbook
Turn a list of common objections into one clear recommended response each, not a menu.
Post-call coaching notes
Turn call notes or a transcript into specific, balanced coaching feedback with one thing to try next.
Rep performance summary
Turn metrics and qualitative notes into a performance summary with specific next steps.
Team standup / pipeline meeting summary
Summarize a standup for people who missed it, led by the most consequential update.
Cold email
Draft a short, conversion-focused cold email that leads with the prospect’s problem.
Budget change explanation
Explain a budget decision to an affected department head directly and honestly.
Balance sheet ratio analysis
Analyze liquidity and leverage ratios from balance sheet data.
Panel calibration summary
Turn raw interviewer notes into a calibration summary that surfaces disagreement instead of hiding it.
Website hero copy
Write hero copy where the headline states the benefit, not a clever tagline.
Crisis holding statement
Draft a short holding statement that states only what is confirmed.
Direct message reply
Answer what was actually asked, with a specific next step if you need to route elsewhere.
Long-form to short-form extraction
Pull genuinely standalone short-form posts out of a long-form source.
Adapt a post for a different platform
Adapt a post to a new platform’s norms while preserving the core message exactly.
Monthly content calendar
Build a week-by-week posting calendar with pillars evenly distributed.
Carousel or thread copy
Write multi-slide copy where each slide advances one idea and slide one hooks alone.
Platform-ready post caption
Write a caption with a first-line hook and platform-correct conventions.
Thumbnail/cover concept ideas
Generate one-sentence thumbnail concepts tagged by the emotional hook they use.
Reusable visual style descriptor
Turn a visual reference into concrete, reusable language for image-gen prompting.
Brand voice guide from real examples
Derive documented voice traits from actual on-brand copy, not generic adjectives.
Ad angle testing matrix
Generate one clearly-labeled ad variant per angle so a test isolates the real variable.
Ad copy + image concept pair
Write ad copy and a matching image concept designed together, not separately.
Hero copy A/B test variants
Write two hero variants that isolate a real hypothesis, not just different wording.
New customer welcome/kickoff message
Draft a kickoff message grounded in the goals the customer actually stated.
Social post image-gen prompt
Write an image-generation prompt for a social post, with text-overlay handled correctly.
Product shot image-gen prompt
Write an image-generation prompt with explicit lighting, composition, and style.
Repurpose long-form content
Adapt one long piece into multiple standalone derivative formats.
SEO title tags and meta descriptions
Write click-worthy metadata that respects length limits and includes the keyword naturally.
Landing page copy
Write benefit-led landing copy that addresses real objections instead of ignoring them.
Positioning statement
Draft a positioning statement where every claim maps to a real proof point.
Campaign brief from a raw idea
Turn a loose campaign idea into a proper, measurable brief.
Drip email sequence
Build a multi-email sequence that builds toward a goal instead of repeating itself.
Newsletter draft from a content list
Turn a raw list of items into a newsletter with one clear lead story and CTA.
Full blog draft from an outline
Turn an approved outline into a full draft, flagging any claim that needs a source.
Incident postmortem
Write a blameless, factual postmortem from raw incident notes.
Team-wide handover summary
Summarize a period for the whole team, not just the next shift.
Staffing/schedule change announcement
Announce a schedule change with the effective date up front and a clear ask.
Playbook from ticket patterns
Generalize a real playbook from several similar resolved tickets.
Support SOP draft
Turn tribal knowledge into a step-by-step SOP a new agent can actually follow.
QA calibration session prep
Prepare talking points for a calibration session that resolve genuine rubric ambiguity.
QA rubric review
Score an agent response criterion-by-criterion with quoted justification.
Engineering bug escalation
Turn a customer report into an engineering-ready bug escalation, facts only.
Escalation handoff summary
Condense a long thread into a summary the receiving team can act on immediately.
Account health note
Turn raw observations into a structured health note that separates signal from opinion.
QBR live-call talking points
Turn a QBR deck into talking points, with a prepared response to the likely pushback.
QBR narrative from raw data
Turn period-over-period metrics into an outcome-led QBR narrative.
Account save plan
Build a save plan that responds directly to the stated reason for risk.
At-risk account outreach
Reach out to an at-risk account without naming the internal risk signal.
Expansion/upsell conversation opener
Open an upsell conversation as a solution to a real signal, not a sales pitch.
Renewal outreach message
Lead with delivered value, not the admin ask, when approaching a renewal.
30-day check-in
Build a data-grounded 30-day check-in message and call agenda.
Shift handoff summary
Turn raw notes into an urgency-ordered handoff for the next shift.
Internal policy exception request
Draft an internal note requesting an exception, including the precedent risk.
Refund/policy decision explanation
Explain a refund or policy decision clearly, without sounding condescending.
Macro library audit
Flag outdated, redundant, or unclear macros and recommend fixes.
Turn a good reply into a reusable macro
Convert a one-off reply into a variable-driven macro the whole team can reuse.
Apology after a company error
Draft an apology that leads with ownership, not a buried fix.
De-escalation opener
Open a reply to an angry customer without generic "I understand your frustration" language.
Rewrite a reply in a different tone
Adjust an existing draft to the right tone without changing what it says.
Ticket reply draft
Draft a clear, correctly-toned reply to a support ticket.
Team working agreement / charter
Draft a short, honest team charter that addresses actual friction points.
Headcount justification
Build a quantified case for opening a new role.
Interview questions for your own open role
Write interview questions that probe for the specific failure pattern of past hires.
Conflict mediation talking points
Prepare a neutral, forward-looking set of talking points for mediating a team conflict.
Team update from raw notes
Turn messy notes into a short, well-organized team update.
Goal-setting from rough ideas
Turn loose goal ideas into measurable goals that ladder up to real priorities.
Performance review from raw notes
Turn scattered notes collected over a period into a proper written review.
Difficult conversation opener
Prepare a direct, specific opening for a hard 1:1 conversation.
1:1 agenda builder
Turn what has been going on into a focused, actionable 1:1 agenda.
Exit interview questions
Build a question set tailored to a specific departure, not a generic template.
Employee engagement survey
Draft a short, unbiased engagement survey on a specific focus area.
Company-wide announcement
Draft a clear internal announcement that addresses the obvious concern head-on.
Performance improvement plan draft
Draft a direct, measurable PIP grounded only in the facts given.
Performance review template
Design a full review template with anchored rating scales for a role/level.
Self-serve policy FAQ
Generate a grounded FAQ from a policy so employees stop pinging HR for the same answers.
30/60/90-day onboarding plan
Build a concrete, milestone-based ramp plan for a new hire.
Structured interview scorecard
Build a competency-based scorecard with anchored 1-5 ratings.
CV screening rubric
Build a consistent, fast-to-apply screening rubric for a role.
Candidate outreach message
Draft a personalized first-touch outreach message that does not sound like a template.
Candidate rejection email
Write a rejection message that is warm and clear without inviting a debate.
Comment replies
Draft replies matched to each comment’s tone, with support-routing flagged separately.
Phone screen questions
Prepare targeted phone-screen questions from a role and a specific CV.
Sourcing longlist cleanup
Turn raw, unstructured candidate notes into a clean, comparable longlist.
Offer summary email
Turn offer details into a friendly summary email ahead of the formal letter.
Policy rewrite in plain language
Translate dense policy text into something an employee can understand in one read.
New-hire welcome message
Draft a warm, practical welcome message to send before day one.
Boolean search strings for sourcing
Build ready-to-use Boolean search strings for LinkedIn, Google X-ray, or GitHub.
Blog post outline with an argument
Build an outline that supports a specific angle, not a generic topic overview.
Batch content ideas
Generate a batch of shoot/write-ready post ideas across defined pillars.
Searching for academic literature
Build a proper search strategy instead of typing your topic into Google Scholar and hoping.
Give feedback (very broad)
A general-purpose feedback prompt for when you have no rubric and just want an honest read.
Create open-ended questions from an example
Give one example question and get a matched set in the same style and difficulty.
Self-assessment
Grade your own open-question answers against a defined solution space before the real exam does.
Create feedback from notes
Turn scrappy margin notes into elaborate, usable written feedback.
Summarise with AI prompts
Get a summary shaped for how you will actually use it, not a generic abstract.
Learning supported by AI prompts
Use AI as a tutor that tests you, instead of one that just explains at you.
Create open-ended questions from a document
Generate open questions that test understanding of a specific source document.
Create open-ended questions from a text
Turn a plain block of text into open questions without needing a full source document.
Improve text (step-by-step)
Work through a draft one problem at a time instead of getting a rewritten black box back.
Improve text (very broad)
One-pass improvement when you just need a cleaner version fast.
Create multiple-choice questions
Turn any chapter or lecture into exam-grade multiple-choice questions with plausible distractors.
Choose statistics
Pick a defensible statistical method for your thesis before you run the wrong test.
Translate text with AI prompts
Translate academic text without losing terminology, register, or meaning.
Social Media Growth Strategist (expansive version)
A full strategy pass — positioning, pillars, cadence, and a 30-day plan.
Social Media Content Coach (unspecific version)
A general coach for planning and improving your own social content.
