Creative Performance Insights: How to Find Them and Use Them
Most marketing teams can see how their ads performed. Far fewer can say which part of an ad made it work. That second answer is a creative performance insight, and it is the one that changes what you make next.
A result tells you what happened. Ad 47 beat ad 12. The carousel cost less per sale than the video. A result is useful for about a week, because it tells you what to pause and what to fund.
An insight tells you why, in words you can hand to whoever writes the next brief. Ads that opened on a person beat ads that opened on the product, on Meta, TikTok and LinkedIn, at every budget level you ran. That holds for the next twenty ads you have not made yet.
One word to define first. An element is a specific, nameable piece of an ad: the first three seconds, the headline, the offer, the format, the length, the person on screen. Insights are always about elements.
This post covers what separates a result from an insight, the five places insights come from, how to check one before you act on it, and what to do with the ones that hold up.
What a creative performance insight is
A finding has to pass four tests. Fail one and what you have is a result.
It names an element. "The video did well" names a format and nothing else. "Ads that open on a face hold attention past three seconds" names something you can ask for.
It holds across more than one ad. One ad winning can be luck. The same element winning across eight ads is a pattern.
It still holds when you account for everything that is not creative. Budget, audience, placement, day of the week and time of year all move performance on their own. If a finding disappears once you compare like with like, it was never about the creative.
It changes what you would brief. If the next brief would read the same either way, the finding is trivia.
Use the fourth test first. It takes a second, and it rules out most findings before you spend a day proving them.
Why results are easy and insights are hard
Creative decides more of your results than anything else you control. NCSolutions, in its 2023 study Five Keys to Advertising Effectiveness, analyzed nearly 450 CPG campaigns across TV and digital. It found creative responsible for 49% of the extra sales advertising produced. Brand came second at 21%, then reach at 14%, targeting at 11% and recency at 5%.
Marketing tools are built around what is easy to count. Ad platforms organize everything by campaign, ad set and ad. They report how an ad performed and nothing about what was in it, because they were never given that information. There is no place in a Meta or TikTok ad record to write down the hook, the offer or who appears on screen.
So the job of turning results into insight falls to one person with a spreadsheet. It gets dropped the first week a launch date moves. Six months later somebody finds the same pattern again and puts it in a new deck.
Where creative performance insights come from
Five places, in rough order of how much work they take.
Platform reporting
Start here, because it costs nothing and is already connected. Meta, TikTok, Google and LinkedIn all report results for each individual ad, and some group ads by format. It only takes you so far. You learn which ad won without learning anything about what was in it, one platform at a time, with each platform using its own definitions.
A spreadsheet and an agreed set of labels
The first real step is choosing what you want to know and labeling your ads by hand. Pick five or six elements that matter in your category, write down what each label means so that two people tag the same ad the same way, and tag every asset as it ships. At thirty ads a month this works, and it is how most of the good creative learning in this industry got done. It falls apart at higher volume, and it falls apart when the person keeping the spreadsheet leaves.
Tagging that reads the creative for you
Past a few hundred ads, the labeling has to come off the creative itself rather than from a person watching each one. The useful version looks at the contents of every asset, the hook, the first seconds, the format, the claim, the offer, the people, the setting, and connects those elements to the results that asset produced. Ask any vendor three questions: how the tagging happens, how they checked it against reality, and whether you can see the evidence behind any claim the tool makes. A score with no explanation under it is an opinion.
One set of numbers across every channel
A finding that only holds on one platform may be telling you about the platform rather than about your creative. To know whether a hook travels, you need one ad's results from every channel it ran in, measured the same way. A CPM on LinkedIn and a CPM on Meta are not the same thing, and a tool that averages the two gives you a number that looks precise and means nothing.
Alerts while the campaign is still running
The last one is timing. An insight that arrives after the campaign ends cannot change anything. What you want is something watching performance while the budget can still move, telling you when an element starts to tire and when one starts to break out.
How to check an insight before you act on it
Five ways a creative finding turns out to be wrong. Put every candidate through all five.
Too few ads behind it. Three ads is a story. A pattern needs more. Ask how many ads carried the element and how much money sat behind each one.
One big spender carrying the average. A single well-funded winner can lift an element's average by itself. Look at the typical ad rather than the average, and look at how widely the results spread.
The element is standing in for something else. Vertical video looks like a winner until you notice the vertical ads mostly ran in placements that happened to be cheap that month. Compare ads that ran in the same placements and see whether the finding holds.
You only see what got made. Your data can teach you only about creative that was produced and cleared review. Whatever the brand never tries stays invisible, which is a good reason to brief one ad a quarter deliberately against the pattern.
Time of year. A finding from the fourth quarter is a finding about the fourth quarter until you have watched it hold in a quiet month.
What to do with an insight that holds
An insight that never reaches the next brief is trivia, so decide where it goes the day you confirm it. There are three places.
The brief. Write the element in as a requirement and attach the evidence, so nobody is asked to take it on faith.
The stop-doing list. When something underperforms again and again, write that down too and stop making it. Teams tend to record only what works, and the list of what to stop is the cheaper of the two.
The library. Store the finding where the next person will look for it, attached to the ads that produced it. Agencies change, people move on, campaigns end, and what the team learned usually leaves with them. A searchable history of your own creative results is how you keep it.
For the week-to-week version of this loop, see How to turn creative data into a creative decision. For why timing matters as much as the finding itself, see Real-Time Creative Analytics: The New Marketing Frontier.
Where mktg.ai fits
mktg.ai reads the creative you have live and connects performance to the elements inside each asset, so the next brief gets written from evidence rather than instinct. It covers TikTok, Meta, Google, LinkedIn and The Trade Desk, flags ads that are tiring and ads that are breaking out while campaigns are still running, and answers performance questions in plain language.
For the fundamentals underneath this, see Creative Performance Measurement: The Complete Guide and What Is Creative Intelligence? A Plain-English Guide. For how the category lines up, see The Best Creative Analytics Tools in 2026, Compared. For why the data layer decides what any tool can tell you, see The Data Substrate Matters. For the older version of this problem, see Half the Money I Spend on Advertising Is Wasted.
The bottom line
Results tell you what happened. Insights tell you what to do next, and they count only once they reach a brief. Name the element, show that it holds across several ads, compare like with like, then store it where the next campaign will find it. Teams that run that loop end up with a written record of what their audience responds to and what their brand can carry. As media gets more expensive, that record is worth more than any single campaign.
Frequently asked questions
What is a creative performance insight?
A finding that names a specific element inside your advertising, holds up across several ads and channels, still holds when you compare like with like, and changes what you would put in the next brief. A finding that misses any of those four is a result.
How is this different from creative analytics?
Creative analytics is the practice and the software. Insights are what it is supposed to produce. Plenty of teams buy the software and never get the insights, usually because nothing in the process forces a finding to reach the next brief.
How many ads do I need before an insight is real?
There is no single number, and anyone who gives you one is guessing. Ask three things instead: how many ads carried the element, how much money sat behind each, and whether the pattern survives when you remove the biggest spender.
Can platform reporting give me creative insights?
It can give you the start of one. Every major platform reports results for each ad, which tells you which ad won. It cannot tell you which part of that ad did the work, because platforms do not record what is inside the creative.
Who should own creative insights, the brand or the agency?
The brand should own the record. Agencies produce a lot of the learning and often look after it well, and it leaves when the relationship does. Keep the history on your side whoever generates it.
How often should we review creative performance?
Weekly for anything running now, because that is while the budget can still move. Quarterly for the patterns, because element-level findings need enough ads behind them to mean anything.
Source: NCSolutions, Five Keys to Advertising Effectiveness, 2023, based on nearly 450 CPG campaigns across TV and digital.
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