Ad Fatigue Detector

Surface Meta ad creatives losing CTR as frequency climbs — the canonical signal that a creative is wearing out.

Ad fatigue happens when the same audience sees the same creative too many times — engagement drops, CTR slides, costs creep up. SMAQ's Ad Fatigue Detector monitors your active Meta ads and flags the ones showing the fatigue signature: rising frequency, falling CTR.

What you need

• A Meta Ads connection.

• Enough ad history for SMAQ to compute a baseline (at least 14 days of running ads).

Configuration

[Screenshot needed] Ad Fatigue Detector config form with lookback days, frequency threshold, and CTR decline % fields.

Lookback days

How many days of data SMAQ uses to compute the trend. Default: 14 days. Increase to 30 if your run rates are slow.

Frequency threshold

The frequency level above which SMAQ considers an ad "saturating." Default: 3.0 (each user has seen the ad on average 3+ times).

• Lower threshold (2.0) → more sensitive, catches early fatigue.

• Higher threshold (4.0+) → only flags severely fatigued ads.

CTR decline percentage

How much CTR has to drop, week-over-week, for SMAQ to flag the ad. Default: 20% decline.

Output

• Email listing fatigued ads with: frequency, CTR trend, CPM trend, last-7-day spend on that ad.

• Snapshot with the same data plus creative thumbnails.

• AI-written recommendation per ad: "Consider pausing — frequency 4.2, CTR declined 35% over the past week, $1,200 spent at 1.1% CTR."

[Screenshot needed] Example email output with three fatigued ads listed and an AI recommendation under each.

Tips

• Default thresholds are conservative. If you're not getting enough findings, lower the frequency threshold or the CTR decline %.

• Pair with Audience Decay Monitor. Fatigue and saturation often co-occur — fatigue is creative-level; saturation is audience-level.

• Don't pause immediately on a single signal. Cross-check spend and conversion data first. Some ads stay efficient at high frequency.

Tier availability

• Starter — Ad Fatigue Lite (narrow scope, weekly).

• Scale & Agency — full Ad Fatigue Detector.

Related

• Audience Decay Monitor — companion automation focused on audience saturation.