Manual review vs bulk toxicity scoring

Manual review vs bulk toxicity scoring

The myth: with 40,000 backlinks, manual review is impossible, so you need an automated score.

Reality: you were never supposed to review 40,000 links. You review referring domains, and 90% of those 40,000 collapse into a few hundred domains, most of them obvious.

— Bulk scoring: fast, consistent, and confidently wrong on edge cases — scrapers, mirrors, legit aggregators.
— Manual review by domain: slow, but you actually see the pattern (one spammer hitting you from 300 subdomains counts as one decision).

Actually, the bulk score's job is to sort, not to decide. Use it to rank domains by suspicion, then eyeball the top of the list and stop.

Reality check: automate the sorting, never the verdict.