How We Decide an Ad Is Dead: What Feast's Own Ad Account Taught Us
Feast's own account found a clear early-purchase pattern. Use it to separate a dead ad from broken tracking or a campaign that needs more time.
In Feast's own acquisition account, the median spend before the first tracked purchase was about $135. Among ads that eventually produced at least five purchases, the first purchase arrived after $77 to $579 in spend, and no ad in the reviewed set got its first tracked purchase after spending more than $580.
That is useful evidence for how Feast evaluates its own ads. It is not a universal restaurant benchmark, and it does not mean every restaurant should spend $580 before turning an ad off.
The pattern is strong enough to guide us, not strong enough to become a law
The source analysis did not preserve the full sample count, complete study period, or every attribution setting. It also came from Feast's own customer-acquisition campaigns, not a controlled study of restaurant guest campaigns.
So the honest conclusion is narrower: in that account, ads that became durable winners tended to show a purchase before a clear spending boundary. Once an ad crossed the observed range without a purchase, more spend had not rescued it.
Your restaurant needs its own boundary based on what a verified visit is worth and how much uncertainty it can afford.
Do not call the ad dead until you know the result can be recorded
An ad with zero reported sales may be bad. It may also be sending people into a broken link, an untracked reservation flow, an offer that staff cannot redeem, or a checkout that loses campaign identity.
Before judging the creative, complete the guest path yourself. Confirm that the page loads, the response is saved, the visit can be identified, and the completed sale reaches the report. Otherwise, you are measuring the tracking failure along with the ad.
Find the first part of the campaign that stopped working
The useful question is not simply “Did it sell?” It is “Where did the response disappear?”
- If the ad cannot earn attention or clicks from the intended local audience, change the creative or message.
- If people click but do not respond, repair the page or offer.
- If people claim or reserve but do not arrive, look at intent, reminders, availability, and the guest experience.
- If they arrive but no sale is matched, repair identification or POS reconciliation.
- If verified visits arrive but cost too much, the economics—not necessarily the creative—are the problem.
This keeps the team from replacing a strong ad when the actual failure sits after the click.
Set the loss limit from restaurant economics
Start with the contribution available from a first visit after the ordinary variable costs of serving it. Decide how much of that amount you are willing to spend on acquisition, then set a total learning budget the business can afford to lose.
Include media, creative, offer fulfillment, and campaign-specific fees once each. Do not quietly assume years of repeat purchases unless your own retention data supports them.
Feast's $135 median and $579 high end can provide context, but they should not replace this calculation. Restaurants with very different check sizes cannot share one rational cutoff.
Give a promising ad enough time for the restaurant result to mature
Give a promising ad enough time for its intended restaurant result to occur.
Impressions and clicks appear quickly. Reservations need time to occur. Offer claims need time to turn into visits. Settled checks may arrive days after the first exposure.
Keep an ad running when it is producing credible intermediate responses, the tracking path works, and the expected visit window has not closed. Stop or repair it when the path has matured and the cost per verified result is still outside the restaurant's limit.
An ad is not dead because the team is bored with it. It is dead when the campaign has had a fair, trackable chance and the restaurant outcome still cannot support the spend.
If you want to connect ad responses to visits and POS sales before deciding what to cut, Book a demo of Feast.