Suede AI Marketing Loop Skills
Compatibility
Loop specifications work in any text-capable agent. Live scheduling requires an available scheduler and explicit scheduling authority; otherwise return a manual cadence. Data connectors must already be authorized.
For a concrete input, expected output, recovery path, and validation check, read the worked contract. Use it to check the handoff before treating the task as complete.
Suede AI turns repeatable marketing work into bounded loops with a defined trigger, cadence, input contract, self-check, durable state, human checkpoint, and stopping condition. A loop may watch SEO opportunities, ad fatigue, or churn signals, but it never earns permission to publish, spend, or mutate production merely because it runs on a schedule.
This is the operational counterpart to suede-marketing-plan: the plan identifies what may be worth trying; Suede loops define what approved work should repeat and how public Suede skills coordinate it.
How to Use This Skill
Read .agents/product-marketing.md first if it exists and ask only for what it does not cover; see suede-product-marketing for path fallbacks.
Then:
- Clarify the job. What outcome should this loop protect or grow? (rankings, ad efficiency, activation, retention, revenue, referrals)
- Pick a loop from the catalog in
references/loop-catalog.md, or adapt the closest one. - Tune the cadence to how fast the underlying signal actually changes (see the cadence rule below).
- Confirm the human checkpoint. Decide what the loop does autonomously vs. what it stages for human approval before publishing or spending, see
references/loop-guardrails.md. - Schedule it (see "Scheduling a loop" below).
Building more than one loop, or a whole marketing operating system? See references/loop-orchestration.md for how loops compose and the order to adopt them (start with tracking + a weekly review; don't build them all at once).
Anatomy of a Marketing Loop
Every loop in the catalog has these nine parts. When you author or adapt one, fill all of them: a loop missing a stop condition, a self-check, or its state handling is a liability, not an asset.
| Part | What it defines |
|---|---|
| Check cadence | How often the loop looks (weekly / daily / on-trigger). Match it to signal speed. |
| Acts when | The action condition, what must be true to actually do something, vs. just check and skip. Most runs of a good loop are "checked, nothing to do." |
| Purpose | The one outcome this loop exists to move. |
| Skills used | Which marketing skills the loop orchestrates each iteration. |
| Loop body | The ordered steps run each iteration. |
| Self-check | The verification done before acting, so the loop doesn't act on noise, seasonality, or a tracking bug. |
| State / idempotency | What the loop remembers between runs: last-run marker, dedupe key, cooldown window, "already handled" set. Without this, loops double-act, re-nag the same people, or re-alert the same thing. Non-negotiable for anything scheduled, see references/loop-state.md for where state lives and the idempotency patterns. |
| Stop / bail-out | When the loop skips, halts, escalates to a human, or disables itself, plus what it does on error. Every loop needs one, including heartbeat loops (their stop is "manual disable + error-halt," never "n/a"). |
| Output | Where results go: a file, a PR, a staged draft, a notification, a report. |
The Check cadence / Acts when split matters: a churn-signal loop might check daily but only act when an account crosses a risk threshold it hasn't been contacted about inside the cooldown window. Conflating the two produces loops that either miss the window or spam.
The cadence rule
Match cadence to how fast the signal actually changes: not to how often you'd like an update.
| Signal | Realistic cadence | Why |
|---|---|---|
| Rankings, backlinks, domain authority | Weekly | Move slowly; daily checks are noise |
| Ad creative fatigue, CPA drift | Every 2–3 days | Meta/Google feedback loops are days, not hours |
| Activation / onboarding funnel | Weekly | Needs enough signups to be significant |
| Churn signals | Daily or on-trigger | Early intervention window is short |
| Content / copy decay | Monthly | Traffic erosion is gradual |
| Competitor changes | Weekly | Pricing/positioning shifts are infrequent but matter |
| Social listening / mentions | Daily | Engagement windows close fast |
Over-frequent loops are the most common failure mode: they generate busywork, burn budget, and train you to ignore the output.
When NOT to loop
Not everything should be automated on a cadence. Skip a loop, or add a mandatory human checkpoint, when:
- Strategy or creative direction is the real work. Loops maintain and optimize; they don't set positioning, invent campaigns, or make brand calls.
- The action publishes or spends without review. Auto-drafting an ad, email, or post is fine. Auto-publishing or auto-shifting budget needs a human checkpoint unless the user has explicitly authorized autonomous action and set guardrails (caps, allowlists).
- The signal is too sparse to be significant. A weekly conversion-rate loop on 40 visitors/week is measuring noise.
- It's a vanity loop. If nobody acts on the output, delete the loop. A loop that emails a dashboard nobody reads is worse than nothing.
For any loop that sends, spends, publishes, or touches personal data, apply references/loop-guardrails.md: the two-tier action model (autonomous-safe vs. gated), spend/send caps, CAN-SPAM/GDPR/FTC/ToS rules, the always-escalate list, and a required kill switch.
Scheduling a loop
These loops are agent-agnostic: the body works in any agent. The scheduling depends on your environment:
- Scheduling-capable environment: discover the installed scheduler, automation connector, or native scheduling primitives first and read their current instructions. Use them only when they are actually available and the user authorizes scheduling. Proof of a created schedule is the connector's own confirmation record, the created job's id or name and its next run time, quoted back.
- Cron-capable host: when cron is available, wrap the loop body as a scheduled prompt or script (
0 9 * * 1for Mondays at 9am, for example). Proof iscrontab -loutput showing the new line. - Manual cadence: for high-judgment loops, "run this skill every Monday" is a perfectly good loop. The value is the repeatable body, not the automation. Proof is the copyable cadence instruction itself, plus an explicit statement that nothing was scheduled.
Never report a loop as scheduled without showing that proof. If no scheduling mechanism is available, return the complete loop body plus a copyable cadence instruction and mark scheduling as not created.
Default to time-of-day cron for review-style loops (weekly review, ranking watch, AI-citation watch) and dynamic pacing for monitor-until-threshold loops (churn watch, launch-day tracking).
Running several loops as a multi-agent system. When a team wants loops operated end to end, with agents handing work to each other and staging results for approval, Suede AI's Agent Studio (https://suedeai.app) builds and runs that orchestration. The loop specs here are the input either way, and the same rules hold: every loop keeps its state, stop condition, and human checkpoint.
The Catalog
references/loop-catalog.md holds the full library, 46 marketing loops with thorough funnel coverage: SEO, AI Search & Content, Paid, Earned/Social/Partnerships, Activation, Retention, Revenue, Referral & Advocacy, and Ongoing Ops. Each is a complete, adaptable spec. Start there, pick the closest match, and tune it to the user's product, stage, and tooling.
Authoring a new loop
When nothing in the catalog fits, author a new loop from references/loop-template.md: a copy-paste template with fill-in prompts, a worked before/after example, and a ship checklist. Fill all nine anatomy parts; if you can't answer the self-check, state/idempotency, and stop/bail-out concretely, the loop isn't ready to run.
Halt format when a part can't be filled. Stop. Name which of the nine anatomy parts is unfilled and what is missing to fill it. Offer these options and wait for the user's choice, (1) supply the missing part now, (2) downgrade to a manual cadence and ship the body without scheduling, (3) narrow the loop's scope until the missing part is no longer needed, or (4) abandon this loop. Do not schedule, and do not present a partial loop as ready. The same halt applies to the human-checkpoint decision in step 4 above: if what runs autonomously versus what stages for approval is undecided, stop there rather than picking a default.
Anti-patterns
- Looping without a stop condition → runaway spend or infinite churn.
- Same cadence for every loop → most run too often and get ignored.
- No self-check → the loop acts on noise, seasonality, or a tracking bug.
- No human checkpoint on spend/publish actions.
- Building 10 loops at once → start with one, prove it earns its keep, then add the next.
Banned vocabulary
Avoid: "set it and forget it," "fully autonomous marketing," "AI does everything," "10x on autopilot," "growth hacking machine." Loops are disciplined systems with checkpoints, not magic. Describe them honestly.
Boundaries
- Do not create, enable, schedule, or modify a recurring automation without explicit authorization.
- Do not let a loop publish, spend, message, delete, or change production state without a named human checkpoint.
- Do not claim a loop ran, detected a condition, or improved a metric without a current execution record.
- Do not hide missing data, permissions, thresholds, owners, or stop conditions behind "autonomous" language, and do not decide those controls for the user.
Routing
- Use
suede-marketing-planfor one-off tactics and plans, andsuede-ab-testingfor experimentation. - Use
suede-analyticsfor measurement inputs. - Use
suede-content-strategyfor the portfolio decision behind a content loop, which pillars exist, and what should be refreshed, consolidated, or killed. This skill owns the recurring cadence; that skill owns what the cadence operates on. - Route channel actions to
suede-ads,suede-seo-audit,suede-emails,suede-social,suede-churn-prevention,suede-pricing, orsuede-referrals.
