正文
获取原文件references/loop-orchestration.md
Loops aren't independent scripts — they compose into a marketing operating system. This reference covers how they fit together and the order to adopt them so you never build them all at once.
The system view
Loops fall into four layers. Data flows down and learnings flow back up.
SENSING analytics-anomaly · tracking-QA · weekly-marketing-review
│ (detect what changed; trust the numbers first)
▼
DIAGNOSTIC per-stage watchers — onboarding drop-off, churn-signal,
ranking-drop, landing-page regression, ad-fatigue, …
│ (figure out what to do about it)
▼
ACTION staged drafts, nudges, outreach, budget moves
│ (mostly human-checkpointed)
▼
LEARNING experiment-backlog · campaign-postmortem · voice-of-customer
│ (capture what worked)
└──────────────► feeds back into SENSING & DIAGNOSTIC
Key connective tissue:
- weekly-marketing-review is the router. It reads top-line metrics and dispatches each notable mover to the loop that owns it. It's the one loop that sees the whole board.
- tracking-QA + analytics-anomaly are the foundation. Every other loop reads from analytics. If tracking is broken, every downstream loop acts on lies. These come first.
- experiment-backlog is the sink. Hypotheses generated by many loops (signup-leak, pricing, onboarding, voice-of-customer) converge here, then hand off to
ab-testing. Don't let each loop run its own tests. - voice-of-customer is a source. Customer language it mines feeds copy for ad-fatigue, lifecycle-email, landing-page, and pricing loops.
- campaign-postmortem closes the loop. Its learnings become next quarter's hypotheses and plan inputs.
Avoid duplicate ownership: when two loops could act on the same signal, one owns the action and the other just flags. (E.g., an at-risk account belongs to churn-signal, not expansion/upsell — never upsell an account that's churning.)
Rollout path (adopt in this order)
Add a loop only when the loops before it are running and earning their keep. Each stage assumes the previous one is solid.
Stage 0 — Foundation (trust the data + see the board).
tracking-QA, weekly-marketing-review.
You cannot run any loop responsibly on untrustworthy data or without a full-funnel pulse. This is non-negotiable and comes first.
Stage 1 — Plug the leaks (highest ROI, protects existing revenue).
failed-payment/dunning, churn-signal, lifecycle-email-refresh.
Recovering customers you already have is cheaper than acquiring new ones. Dunning alone often pays for the whole system.
Stage 2 — Convert what you already get (fix the bucket before adding water).
onboarding drop-off, signup-funnel-leak, trial-conversion.
More traffic into a leaky funnel is waste. Seal activation and conversion next.
Stage 3 — Grow the top (now scale acquisition).
keyword-gap, content-repurposing, ad-fatigue, social-listening, analytics-anomaly.
With the bucket sealed, turn on demand generation and the safety-net anomaly watcher.
Stage 4 — Optimize monetization.
pricing-page-experiment, paywall-optimization, PQL/upgrade-intent, expansion/upsell.
Once volume is healthy, tune revenue per user — judged on revenue quality, not conversion alone.
Stage 5 — Compounding & advocacy.
referral-nudge, review-and-UGC-harvest, review-site-management, case-study-sourcing, partner-pipeline, brand-mention/reputation, experiment-backlog, campaign-postmortem.
The flywheel: happy customers and earned media that feed back into acquisition, plus the learning loops that make everything compound.
The remaining catalog loops (content-decay, striking-distance push, AI-answer check, claim-drift, signal-sweep, reply-triage, cold-domain health, sequence-retro, internal-linking, programmatic-SEO quality, content-calendar refill, paid-search query-mining, retargeting-hygiene, landing-page regression, community-engagement, competitor-watch, backlink-prospecting, directory-submission, feature-adoption, lead-capture-asset, email-deliverability, voice-of-customer, agent-default check, niche-outlier, creator-scouting, launch-reaction) slot into the stage that matches their function as each channel becomes a priority.
Rollout rules
- One at a time. Prove a loop earns its keep (someone acts on its output, it moves its metric) before adding the next.
- Foundation before growth. Acquisition loops before solid tracking + retention = pouring water into a leaky bucket.
- Cap the total. If you're running more loops than you can review the output of, you have vanity loops. Retire the ones nobody acts on.
- Re-audit quarterly. Recalibrate thresholds, kill dead loops, promote the ones that consistently drive action.
For worked examples of several loops composed into one channel operator, see seo-operator.md and outbound-operator.md.