We run multi-layer checks: semantic content matching, audience demographics vs. creator signals, rolling engagement patterns (ER%, views, cadence), fraud-detection heuristics and reachability flags, plus lookalike comparisons—producing a one-view diagnostics sheet that highlights suspected bot activity, audience markets, and consistency vs. one-offs.