5 Fraud Signals Every Brand Should Check Before Booking an Influencer

Influencer fraud is a billion-dollar problem. Studies estimate that 15% or more of influencer marketing spend is wasted on creators with artificially inflated metrics. The challenge for brands is that sophisticated fraud is hard to detect with the naked eye. A creator can have a polished profile, genuine-looking comments, and impressive engagement numbers — and still be gaming the system.

At Aklopedia, we've built a 5-layer automated fraud detection system that scores every creator before they can be certified. Here's what we check.

1. Save-to-Like Ratio

If a creator's saves are less than 2% of their likes, something is off. Genuine content generates saves — recipes, tips, product recommendations. When likes are sky-high but nobody bothers to save the post, the likes probably aren't from real, interested users.

2. Engagement Rate Anomaly Detection

We compare the creator's actual engagement rate against their bid (or expected range). If actual ER exceeds the bid by more than 3x, that's a statistical red flag. Real engagement doesn't triple overnight without a clear explanation.

3. Comment-to-Save Ratio (Pod Detection)

Engagement pods — groups of creators who agree to comment on each other's posts — inflate comment counts artificially. The telltale sign: lots of comments but very few saves. If a post has 50 comments but only 3 saves, the comments are likely coming from pods, not genuine followers.

4. Raw Engagement Sanity Check

An engagement rate above 25% on an account with 10,000+ followers is statistically impossible under normal circumstances. This check catches the most egregious cases of metric manipulation.

5. Zero-Save Detection

A post with hundreds of likes, dozens of comments, but literally zero saves is almost certainly fake. Even modestly performing content generates some saves. Zero saves with high engagement elsewhere is a dead giveaway.

How Scoring Works

Each flag contributes to a cumulative fraud score. A score of 60 or above triggers a "Review Required" status — the content is held for manual inspection. A score of 90 or above results in automatic disqualification: zero payment, and permanent removal from the Aklopedia roster.

Critically, no creator gets paid until the brand reviews and approves the settlement report. This human gate ensures that edge cases are caught even when automated checks give a borderline result.

Protect Your Budget

Before your next campaign, check these five signals yourself. Or work with a platform that checks them for you — automatically, on every post, for every creator.