Marketing Psychology1 min read

Click quality for solo marketers: bots vs people

Not every click is a human with a credit card. Simple heuristics keep you from overreacting to spikes that are noise.

M
Marcus Thompson
Performance marketing and audio growth

Analytics flatter us. Prefetching, VPNs, and scrapers can inflate counts. You still need signal—just calibrated signal.

Cross-check with outcomes

If clicks moon but signups flatline, suspect bots or wrong audience—not “bad copy.”

Referrer sanity

Sudden anonymous direct spikes after a Hacker News mention differ from uniform bot rain.

Time windows

Humans cluster around hours you actually promoted. Perfectly even 24/7 graphs smell mechanical.

Simplicity as strategy

You do not need a SOC2 fraud suite on day one. You need directional truth: which slug beat which on the same landing page.

Octilink aims for lightweight analytics—enough to steer creative, not drown operators.

Topics & keywords

#analytics#bots#short-links#solo-founder#measurement
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