Measurement7 min read
How to Calculate an Ad Budget From Your Sales Goal
Stop picking an ad budget by gut feel. Work backward from the revenue you want, through orders, clicks and cost per click, to a daily budget you can defend.
Measurement
Get more customers from ChatGPT and Meta
Practical guides on ChatGPT ads, Meta ads, ad creative and measurement. Written for brands that sell to consumers.
Latest · Measurement
Attribution for AI Channels Like ChatGPT: What to Measure
Buyers research in ChatGPT and often buy somewhere else later. Here is how to measure AI channels honestly with pixels, UTMs, surveys and simple incrementality tests.
Measurement7 min read
How to Read Your ChatGPT Ads Report (and What to Do Next)
A metric-by-metric guide to reading ChatGPT ads reports, with diagnostic patterns, worked math and a weekly review checklist.
Measurement8 min read
ChatGPT Ads Conversion Tracking: Pixel and Conversions API Setup Guide
How to install the OpenAI pixel, add the server-side Conversions API, pick the events that matter, and confirm your ChatGPT ads data is trustworthy.
Measurement8 min read
Marketing Efficiency Ratio (MER): How to Calculate and Use It
MER divides total revenue by total marketing spend. Here is how to calculate it, set a target from your margins, and use it to make budget calls that platform ROAS can't.
Measurement7 min read
ChatGPT Ads Benchmarks 2026: CTR, CPC, CPM and Conversion Rates
The public ChatGPT ads benchmarks, what each number really means, and how to turn them into targets that fit your own margins.
Measurement7 min read
Ecommerce CAC: Benchmarks, Math and How to Lower It
CAC tells you what a new customer really costs. Here is how to calculate it properly, why generic benchmarks mislead, and the levers that actually bring it down.
Measurement7 min read
ROAS vs MER vs CAC: Which Metric Should Run Your Ads?
ROAS, MER and CAC each answer a different question. Here is what each one measures, where it misleads, and how to combine all three into one decision system.
Measurement7 min read
Break-Even ROAS: The Number Every Advertiser Needs
A 3x ROAS can be a windfall or a slow bleed depending on your margins. Here is how to calculate break-even ROAS properly and turn it into a target you can manage to.
Measurement6 min read
LTV to CAC Ratio Explained for Consumer Brands
LTV to CAC tells you whether paying for customers builds value or burns cash. Here is how consumer brands should calculate it, what ratio to aim for, and how to improve it.
Measurement7 min read
Meta Pixel and Conversions API Setup Guide for 2026
Pixel alone misses a growing share of conversions. This guide walks through installing the Meta Pixel and Conversions API together, deduplication, match quality and testing.
Measurement6 min read
UTM Parameters: A Practical Guide for Paid Ads
UTM tags are the cheapest measurement upgrade you can make. Here is a naming system that stays clean, templates for each ad platform, and the errors that quietly ruin your data.