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ch.22
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tiktok farming playbook · chapter 22
failure modes
&
decision trees.
sudden flatline · slow decay · random spikes · inconsistent GEO · kill vs revive logic
— an nayal · @consumerxai
the 4 failure modes — and what each means
every failure has a cause.
diagnose before acting.
sudden flatline
format penalty · posting method change · GEO mismatch
stop format → wait 48h → test new
slow decay
format saturation · audience fatigue
rotate format · keep account · don't reset infra
random spikes
misleading virality · wrong audience bucket
do not scale · analyze comments · test adjacent
inconsistent GEO
warmup failure · timezone mismatch · browsing contamination
run Phase 2 warmup. if unresolved → reset
kill vs revive decision tree
do not drag
dead accounts emotionally.
revive if
✓
some posts still cross baseline
✓
recovery attempts show lift
✓
GEO is still correct
kill if
✕
<300 views across 6+ consecutive posts
✕
Phase 2 recovery fails
✕
multiple formats fail on same account
chapter 22 — done.
every failure is a signal.
read it. don't panic.
next · chapter 23
reviving accounts
the right way.
native camera recovery · warmup phase 2 recovery · when to ditch · when to persist
watch
now →
lesson learnt the hard way, sharing so you don't have to 🫡
— an nayal · @consumerxai