BUSINESS AI PROMPT LIBRARY

40 AI Prompts for Business: Sales, Operations & Strategy

This page focuses on broader business functions and cross-functional workflows. For owner-operated day-to-day tasks, use the small-business pillar.

START WITH THE PROMPTS GET 30 FREE PROMPTS

Keep this page distinct from the small-business pillar

Use these prompts for business functions such as strategy, sales operations, process design and management. The small-business page focuses more heavily on owner execution across many roles.

Better prompt formula: Role + business context + audience + objective + constraints + output format. Replace every bracketed placeholder before using a prompt.

STRATEGY

Strategy & Decision Prompts

Structure analysis without outsourcing judgment.

Strategic Assumptions

Strategy: [STRATEGY]. List assumptions by customer, market, economics, operations and competition. Rank by downside if wrong.

Scenario Planning

Decision: [DECISION]. Build base, upside and downside scenarios with explicit assumptions and trigger indicators.

Market Entry Questions

Market: [MARKET]. Create a research checklist covering customer, alternatives, regulation, economics, distribution and operational requirements.

Initiative Prioritization

Initiatives: [LIST]. Compare strategic fit, expected value, evidence, cost, dependency, reversibility and capacity.

Decision Memo

Notes: [NOTES]. Create context, options, evidence, trade-offs, decision criteria, recommendation inputs and unresolved questions.

Risk Register

Initiative: [INITIATIVE]. Build risk, trigger, likelihood, impact, mitigation, contingency and owner.

Pre-Mortem

Assume [PLAN] failed in 12 months. Generate plausible causes, early warning signals and preventative actions.

Resource Allocation

Resources: [RESOURCES]. Priorities: [PRIORITIES]. Map constraints and trade-offs without assuming every priority can be funded.

Strategic KPI Tree

Goal: [GOAL]. Build outcome metric, drivers, leading indicators and operational measures. Explain causal assumptions.

Quarterly Review

Results: [DATA]. Summarize progress, variance, causes supported by evidence, uncertainties and decisions needed.

SALES

Sales & Revenue Operations Prompts

Improve process consistency.

Pipeline Stages

Sales process: [PROCESS]. Define stages, entry criteria, exit criteria, required fields and stale-opportunity rules.

Lead Qualification

Offer: [OFFER]. Build qualification criteria covering need, fit, urgency, authority, economics and disqualifiers.

Forecast Inputs

Pipeline: [DATA]. List the minimum evidence required for a forecast and flag weak assumptions. Do not invent probability.

Win/Loss Analysis

Deals: [DATA]. Cluster win/loss reasons and separate customer-stated reasons from internal interpretation.

Sales Handoff

Map marketing-qualified lead → sales acceptance → discovery → proposal → close. Define ownership and SLA at each handoff.

Account Expansion

Account: [DETAILS]. Identify potential expansion hypotheses based only on known needs and usage; list questions to validate.

Proposal Quality Check

Proposal: [TEXT]. Audit problem alignment, scope, assumptions, pricing clarity, risk, proof and next step.

Sales Enablement FAQ

Objections/questions: [DATA]. Build an enablement FAQ with approved factual answers and escalation triggers.

Pipeline Review

Pipeline: [DATA]. Identify stuck stages, missing next actions, aging and data-quality issues.

Revenue Experiment

Hypothesis: [HYPOTHESIS]. Design a controlled sales experiment with target segment, variable, metric and stop rule.

OPERATIONS

Operations & Process Prompts

Document and improve how work moves.

Process Map

Process: [PROCESS]. Map trigger, inputs, steps, decisions, handoffs, outputs, exceptions and owner.

SOP Quality Check

SOP: [SOP]. Check missing prerequisites, ambiguous steps, quality criteria, exceptions and escalation.

Capacity Review

Demand: [DEMAND]. Capacity: [CAPACITY]. Identify bottlenecks, utilization risks and data needed before adding capacity.

Vendor Evaluation

Vendor options: [OPTIONS]. Compare requirements, cost structure, lock-in, support, security, implementation and exit risk.

Incident Review

Incident facts: [FACTS]. Create timeline, impact, contributing factors, corrective actions and prevention. Avoid blame.

Quality Checklist

Deliverable: [DELIVERABLE]. Create objective quality checks, tolerances, reviewer and failure action.

Handoff Design

Teams/roles: [ROLES]. Design a handoff with required information, acceptance criteria, deadline and escalation.

Change Plan

Change: [CHANGE]. Create stakeholder impact, communication, training, rollout, monitoring and rollback.

Operational Dashboard

Process: [PROCESS]. Recommend metrics for throughput, quality, delay, failure and cost. Explain decisions they inform.

Process Simplification

Workflow: [WORKFLOW]. Identify steps to eliminate, combine, standardize, delegate or automate, starting with the least risky.

CUSTOMER

Customer Experience Prompts

Connect customer evidence to process improvement.

Journey Map

Customer: [CUSTOMER]. Offer: [OFFER]. Map awareness, evaluation, purchase, onboarding, use, support and renewal with questions and friction.

Voice of Customer

Feedback: [DATA]. Extract themes, direct language, frequency in sample, contradictions and implications.

Churn Interview

Create a neutral churn interview guide focused on expectations, experience, alternatives, trigger and preventability.

Onboarding Audit

Onboarding: [PROCESS]. Identify uncertainty, delays, missing expectations, unnecessary steps and success milestones.

Support Root Cause

Tickets: [DATA]. Cluster issues, identify recurring root-cause hypotheses and what evidence would confirm them.

Service Recovery

Issue: [ISSUE]. Policy: [POLICY]. Create a recovery response with acknowledgement, factual explanation, available remedy and next step.

Customer Education Plan

Product: [PRODUCT]. Build education content for setup, first success, common mistakes, advanced use and support.

Retention Hypotheses

Customer data: [DATA]. Generate retention hypotheses and tests without assuming correlation is causation.

Feedback Loop

Design a closed-loop feedback process from collection → categorization → owner → decision → response → measurement.

Customer Health Inputs

Business model: [MODEL]. List possible health indicators and the evidence needed before combining them into a score.

FREE — NO CHECKOUT

Want a smaller place to start?

Get The Odd Child's 30 AI Prompts That Turn Ideas Into Output, then come back here when you are ready to build a broader workflow.

GET 30 FREE AI PROMPTS

FROM PROMPTS TO A SYSTEM

Build the workflow, not just the prompt library.

The AI Business Launch & Growth System is the next step for owners who want to connect positioning, offers, marketing, sales and execution instead of using isolated prompts one at a time.

EXPLORE THE AI BUSINESS SYSTEM

FAQ

Frequently asked questions

Can I use these prompts with ChatGPT?

Yes. They are written for general-purpose AI assistants and can be adapted for ChatGPT, Claude, Gemini, Grok and similar tools. Review important outputs before using them in your business.

How do I get better results from an AI prompt?

Add specific context: what your business does, who the audience is, the outcome you want, constraints, source information and the format you want returned.

Should I publish AI-generated content without reviewing it?

No. Check facts, claims, tone, originality and suitability first. High-impact legal, financial, medical, contractual or regulatory material may need qualified professional review.

Are these prompts free to use?

Yes. The prompts displayed on these resource pages are free to copy and customize for your own business.