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50 AI (Claude, GPT) Prompts for Marketing Leaders Who Work With Data

Five categories. Each prompt is designed to extract a specific type of analysis -- not a generic answer. Copy the prompt, fill in your context, and adapt the output to your situation.

Filter:
Measurement & Attribution
Know what your data is actually telling you -- and what it is hiding.
Prompt 01
Audit Your Attribution Setup
Use when: you want a second opinion on whether your measurement is telling you the truth
Prompt 02
Design a Holdout Test
Use when: you want to find out if a channel is driving conversions or just taking credit
Prompt 03
Diagnose a Rising CAC
Use when: CAC is climbing and you don't know if it's spend, conversion, or data
Prompt 04
Build a Keyword-to-Cohort Analysis
Use when: you want to connect paid search keywords to customer lifetime value
Prompt 05
Build a Marketing P&L for the CFO
Use when: your CFO wants ROI you can't currently show from your dashboard
Prompt 06
Separate Branded from Non-Branded CAC
Use when: you suspect your branded CAC is masking a much higher real acquisition cost
Prompt 07
Pressure-Test Your GA4 Setup
Use when: you're about to make budget decisions based on GA4 data
Prompt 08
Find the Period Mismatch in Your CAC
Use when: your sales cycle is long and your CAC calculation doesn't reflect it
Prompt 09
Identify Channels Only Taking Credit
Use when: platform-reported performance looks strong but revenue growth hasn't kept pace
Prompt 10
Design a Geo-Based Incrementality Test
Use when: you need to measure true lift from TV, OOH, or upper-funnel spend
Positioning & Messaging
Find the message that customers recognize -- and close the gap between what you say and what they hear.
Prompt 11
Run a Full Positioning Diagnostic
Use when: your message isn't converting and you want a structured diagnosis
Prompt 12
What You Say vs. What Customers Describe
Use when: customers are buying for a different reason than you think you're selling
Prompt 13
Audit Your ICP Segmentation
Use when: you're closing deals across several buyer types but treating them as one
Prompt 14
Score Your Homepage for Buyer Clarity
Use when: you want an objective read on whether your homepage does its job
Prompt 15
Build a Competitive Messaging Benchmark
Use when: you want to find the whitespace your competitors haven't claimed
Prompt 16
Write a De-Risked Messaging Framework
Use when: your product is differentiated but buyers are skeptical and slow to commit
Prompt 17
Category Creation vs. Comparison Positioning
Use when: deciding whether to educate the market or capture existing demand
Prompt 18
Map Your Messaging to Each Buyer Type
Use when: different buyers end up buying the same product for very different reasons
Prompt 19
Diagnose Bounce Rate Through a Messaging Lens
Use when: your homepage bounces high but product pages show strong engagement
Prompt 20
Architecture-First vs. Buyer-Centric Site Audit
Use when: you suspect your website is organized for your team, not for your buyers
Growth Strategy & Capital Efficiency
Allocate capital where it compounds. Find the waste before it finds you.
Prompt 21
Apply CPG Discipline to a SaaS Problem
Use when: you want structured revenue management thinking applied to your growth problem
Prompt 22
Find the Real Bottleneck in Your Funnel
Use when: pipeline is down and every team has a different theory about why
Prompt 23
Build a Pricing Elasticity Framework
Use when: you haven't changed pricing in over a year and churn is moving
Prompt 24
Find the Dollars That Are Not Working
Use when: you need to find waste before your next budget review
Prompt 25
Evaluate the Brand vs. Performance Allocation
Use when: leadership is debating whether to shift budget toward brand or double down on performance
Prompt 26
Build a Channel Mix Allocation Model
Use when: you need to defend your channel mix to a CFO without relying on last-touch data
Prompt 27
Map CAC Payback Period by Channel
Use when: you want to know which channels are worth scaling and which are drag
Prompt 28
Evaluate an Emerging Growth Wedge
Use when: you're seeing an unexpected signal and need to know if it's real
Prompt 29
Analyze Revenue Concentration Risk
Use when: too much of your growth depends on one channel, segment, or source
Prompt 30
Write a Budget Reallocation Brief
Use when: you need to defend a reallocation decision to leadership with data
Go-to-Market & Launch
Move from strategy to execution without losing alignment or wasting the first 90 days.
Prompt 31
Write a Cross-Functional Launch Brief
Use when: you need marketing, sales, and product aligned before a launch
Prompt 32
Pressure-Test a Marketing Strategy
Use when: you've built a plan and want someone to poke holes before you present it
Prompt 33
Segment Your GTM by Buyer Type
Use when: you serve multiple buyer types with a single undifferentiated motion
Prompt 34
Design a Buyer-Centric Website Structure
Use when: your website is organized around your product, not your buyer's problem
Prompt 35
Build a Minimum Viable Sales Toolkit
Use when: you're entering a new market or selling to a new buyer type without the right assets
Prompt 36
Map Your Sales Motion by ICP
Use when: different ICPs have different sales cycles and your team treats them the same
Prompt 37
Build a Content Cluster Strategy
Use when: you need topical authority in a category and a plan to get there
Prompt 38
Evaluate a Market Entry Decision
Use when: you're considering a new market and need a framework before committing
Prompt 39
Run a Competitive Gap Analysis
Use when: you want to find the whitespace your competitors haven't claimed -- in capabilities, not just messaging
Prompt 40
Build a 90-Day GTM Plan for a Lean Team
Use when: you need to launch something real with limited bandwidth and no room for waste
AI & Marketing Operations
Build systems where AI handles the work and you contribute the judgment that cannot be automated.
Prompt 41
Evaluate AI Content for Real Differentiation
Use when: your team is producing AI-assisted content and you want to check if it actually stands out
Prompt 42
Design an AI-Assisted Content Engine
Use when: you want to scale content output without losing the expert layer that makes it worth reading
Prompt 43
Find the Right AI Use Cases for Your Team
Use when: you want to audit where AI saves time vs. where it introduces quality risk
Prompt 44
Audit Your Martech Stack for Redundancy
Use when: your tool spend keeps growing but capability stays flat
Prompt 45
Build a Cross-Functional Accountability System
Use when: marketing, sales, and product share a number but nobody agrees on who owns what
Prompt 46
Pressure-Test Your Reporting Framework
Use when: your monthly marketing report isn't changing the decisions leadership makes
Prompt 47
Build a Content Refresh Strategy Against Decay
Use when: you have a backlog of old content and organic traffic is flat or declining
Prompt 48
Align Your Organic and Paid Search Strategies
Use when: you suspect you're paying for traffic you could earn, or earning traffic you're not supporting
Prompt 49
Build a Metrics Dashboard That Drives Right Behavior
Use when: your team is optimizing for the dashboard instead of the outcome
Prompt 50
Write a Market Intelligence Research Brief
Use when: you need to understand a market, segment, or competitor before committing budget

These prompts map to the articles in the Zaitz Marketing Knowledge Base. Each one goes deeper on the concept behind the prompt.

Read the articles →