Marketing

AI-assisted budget allocation decisions

Use AI to review and pressure-test paid media allocation decisions (e.g., where to move budget) before making changes, improving reasoning and surfacing assumptions.

Why the human is still essential here

A marketer still owns the context (goals, constraints, seasonality) and makes the final budget call; AI is used as a thinking partner to challenge the plan.

How people use this

Budget shift pre-mortem

Paste current channel performance and a proposed reallocation to have AI list failure modes, hidden assumptions, and what evidence would change the decision.

ChatGPT / Claude

Channel mix scenario spreadsheet

Use AI to generate and validate a simple sensitivity model in a spreadsheet (CPC, CVR, LTV, caps) to compare best/base/worst-case outcomes before moving spend.

Microsoft Excel Copilot / Gemini for Google Workspace

Diagnostic questions before cutting spend

Ask AI to produce a structured checklist of hypotheses and tests (creative fatigue, auction pressure, tracking drift, landing page issues) to run before reallocating budget.

ChatGPT / Perplexity

Community stories (1)

LinkedIn

Over the past few months I’ve been using AI a lot more in my day-to-day work in performance marketing.

Over the past few months I’ve been using AI a lot more in my day-to-day work in performance marketing.

Not for content. Not for gimmicks.


Mostly to improve the quality of my thinking.


I’ll run allocation decisions through it before I move budget.

I’ll pressure-test incentive models.

I’ll use it to sanity-check attribution logic.

Sometimes I’ll rewrite an exec update three different ways until it’s tighter.


The biggest benefit hasn’t been automation. It’s clarity.


It forces sharper framing.

It challenges assumptions.

It makes iteration cheaper.


I’m curious how other growth leaders are using AI in practical ways — especially in paid acquisition or forecasting.


Where for you has it genuinely improved decision-making?

RY
Ross YaderGrowth and Performance Leader
Feb 24, 2026