> ## Documentation Index
> Fetch the complete documentation index at: https://docs.theoptimizer.io/llms.txt
> Use this file to discover all available pages before exploring further.

# TikTok Automation Rules: Popular Patterns

> TikTok automation rule patterns covering real-time pausing, tiered ROI scaling, ad group cloning, bid control, and creative fatigue detection for media buyers.

export const ArcadeVideoButton = ({id, title = "Watch interactive demo", label = "Watch Video"}) => {
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export const ArcadePopoutModal = ({id, title = "Interactive demo"}) => {
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};

These patterns come from analyzing 2,113 real TikTok automation rules deployed across high-performing media buyer accounts. TikTok moves faster than any other platform — a losing ad group discovered at 8 AM can cost you thousands by 5 PM. The rules below are organized by layer: protective pauses first, then scaling, then cloning, then bid and creative refinement. Start with the protective layer and add the rest once your guardrails are solid.

***

## Real-Time Performance Control

Ad group pausing dominates TikTok automation — 973 of 2,113 rules use pause/AdGroup. This reflects the harsh economics of the platform: fast spend, fast fatigue, and no tolerance for wasted budget. All rules in this section fire on today's data only.

### Rule 1: Pause Ad Groups — Cost Exceeds Performance Threshold

The core TikTok pause pattern. Pause when spend exceeds a minimum baseline but conversions or ROI fail to justify it.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 1–2 hours

| Metric              | Condition | Value       |
| ------------------- | --------- | ----------- |
| Amount Spent        | >=        | $1.00–$3.00 |
| Tracker Conversions | \<        | 1–2         |
| Tracker ROI         | \<        | 5%          |

**Action:** Pause Ad Group

<Tip>
  Adjust the spend threshold based on your account size. Media buyers with $20k daily budgets set this to $5–10 per ad group. Smaller accounts set it to \$0.50–2. Running this hourly is common because catching a loser early saves substantial budget.
</Tip>

***

### Rule 2: Pause Ad Groups — Traffic Source CPA Exceeds Payout Threshold

Use this when TikTok's native conversion attribution is more reliable than your third-party tracker. This sets a hard ceiling on acceptable cost per acquisition.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 2 hours

| Metric                     | Condition | Value                     |
| -------------------------- | --------- | ------------------------- |
| Amount Spent               | >         | $3.00–$5.00               |
| Traffic Source Conversions | >=        | 1                         |
| Traffic Source CPA         | >         | 1.5–2× your target payout |

**Action:** Pause Ad Group

<Tip>
  If your payout is $8, set the CPA threshold to $12–15. This gives room for variance while preventing catastrophic loss. Requiring at least 1 Traffic Source Conversion prevents firing on noise.
</Tip>

***

### Rule 3: Pause Ad Groups — Multi-Condition Safety Rule

When one metric lies, three rarely do. Combine spend, profitability, and net profit to reduce false positives and avoid pausing winners with early variance.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 2–3 hours

| Metric             | Condition | Value  |
| ------------------ | --------- | ------ |
| Amount Spent       | >         | \$2.00 |
| Tracker ROI        | \<        | -20%   |
| Tracker Net Profit | \<        | -\$1   |
| Impressions        | >         | 100    |

**Action:** Pause Ad Group

<Tip>
  Waiting for three signals before pausing prevents knee-jerk reactions. New ad groups with early variance won't trigger, but genuine losers will. The impressions condition ensures there's enough delivery to make a judgment.
</Tip>

***

## Dynamic Profitability Scaling

Instead of scaling all winners equally, use tiered budget increases that calibrate to ROI ranges. The data shows sophisticated buyers segment into four tiers: $20/$30/$40/$50 increases at 24%/34%/44%/60%+ ROI respectively. Higher ROI ad groups can absorb larger budget increases without saturation.

All scaling rules in this section operate on a **3-day window** to smooth out daily variance while staying responsive enough to capitalize on trends.

### Rule 4: Scale Tier 1 — 24–34% ROI (Solid Performers)

Entry-level winners that have proven traction. A 20% increase compounds steadily without overexposure risk.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric             | Condition | Value  |
| ------------------ | --------- | ------ |
| Amount Spent (L3D) | >         | \$5–10 |
| Tracker ROI (L3D)  | >=        | 24%    |
| Tracker ROI (L3D)  | \<        | 34%    |

**Action:** Increase Ad Group Budget by 20%

***

### Rule 5: Scale Tier 2 — 34–44% ROI (Strong Performers)

Proven winners with meaningful profit velocity. A 30% increase is justified by the risk-reward profile at this tier.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric             | Condition | Value  |
| ------------------ | --------- | ------ |
| Amount Spent (L3D) | >         | \$5–10 |
| Tracker ROI (L3D)  | >=        | 34%    |
| Tracker ROI (L3D)  | \<        | 44%    |

**Action:** Increase Ad Group Budget by 30%

***

### Rule 6: Scale Tier 3 — 44–59% ROI (Excellent Performers)

Exceptional performers generating serious profit. A 40% increase reflects the reduced saturation risk at this ROI tier.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric             | Condition | Value  |
| ------------------ | --------- | ------ |
| Amount Spent (L3D) | >         | \$5–10 |
| Tracker ROI (L3D)  | >=        | 44%    |
| Tracker ROI (L3D)  | \<        | 59%    |

**Action:** Increase Ad Group Budget by 40%

***

### Rule 7: Scale Tier 4 — 60%+ ROI (Elite Performers)

Rare air. If an ad group hits 60% ROI, you've found a goldmine.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric             | Condition | Value  |
| ------------------ | --------- | ------ |
| Amount Spent (L3D) | >         | \$5–10 |
| Tracker ROI (L3D)  | >=        | 60%    |

**Action:** Increase Ad Group Budget by 50%

<Tip>
  A 50% increase is conservative relative to the profit opportunity at 60%+ ROI. Pair this with a max budget cap rule to prevent any single ad group from consuming your entire daily budget. Most buyers cap at \$300–500/day per ad group.
</Tip>

***

### Rule 8: Scale by CPA Efficiency (Advanced Pattern)

The most sophisticated scaling approach in the dataset. Compare your tracker CPA directly to your campaign payout. This is TikTok-specific because media buyers here obsess over unit economics.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric                    | Condition | Value                  |
| ------------------------- | --------- | ---------------------- |
| Tracker CPA (L3D)         | \<        | 70% of Campaign payout |
| Tracker Conversions (L3D) | >         | 5                      |

**Action:** Increase Ad Group Budget by 35%

<Tip>
  If your campaign payout is $10 and CPA drops below $7, increase budget. If CPA drops below \$5 (50% of payout), consider increasing by 50% instead of 35%. Requiring 5+ conversions ensures statistical confidence before scaling.
</Tip>

***

## Campaign-Level Safety Nets

Ad group rules are surgical. Campaign rules are blunt-force protection. Use these to prevent entire campaigns from running sideways while you're focused elsewhere.

### Rule 9: Pause Campaigns — Zero Conversions at Scale

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 3 hours

| Metric                     | Condition | Value   |
| -------------------------- | --------- | ------- |
| Amount Spent               | >         | \$20–50 |
| Traffic Source Conversions | =         | 0       |

**Action:** Pause Campaign

<Warning>
  If you've spent \$30+ with zero conversions, something fundamental is broken. Pause immediately and investigate — wrong pixel event, broken landing page, or mismatched audience are the most common culprits.
</Warning>

***

### Rule 10: Pause Campaigns — Spend Ceiling

A hard stop at your daily budget limit, accounting for platform delivery variance.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 1 hour

| Metric       | Condition | Value                          |
| ------------ | --------- | ------------------------------ |
| Amount Spent | >=        | Your daily budget limit × 1.05 |

**Action:** Pause Campaign

<Tip>
  Set the threshold to 105–110% of your daily target, not 100%. TikTok's spend delivery can overshoot the nominal daily cap by 5–10% due to auction timing. Setting the threshold at 100% causes false positives.
</Tip>

***

## Cloning Winning Ad Groups

This is the TikTok-exclusive advantage. While Facebook buyers manually pause and restart audiences, TikTok buyers clone winners. The data is stark: 190 rules use copy/AdGroup, 78 use copy\_budget/Campaign, and 41 use copy/Content — 309 cloning rules out of 2,113 total (15%). Cloning works because TikTok's audience targeting makes duplication effective: if an audience performs at 40% ROI, a cloned version on the same audience usually performs similarly.

Run cloning rules every 4–6 hours, not hourly. Let winning ad groups stabilize first before spinning up clones.

### Rule 11: Clone Ad Groups — Profitability + Volume

The core cloning pattern. Clone when you have both meaningful conversions (proof of concept) and strong ROI (proof of profit).

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 4 hours

| Metric                      | Condition | Value |
| --------------------------- | --------- | ----- |
| Tracker Conversions (Today) | >         | 2–3   |
| Tracker ROI (Today)         | >         | 20%   |

**Action:** Copy Ad Group

<Tip>
  Three conversions at 20% ROI is a pattern, not luck. Cloning at this point captures the audience while it's hot. Most clones inherit audience targeting and creative, starting at equal efficiency to the original.
</Tip>

***

### Rule 12: Clone Ad Groups — High-Efficiency, Low-Cost Winners

When CPA is exceptionally low relative to conversions, you've found an audience inefficiency on TikTok. Clone to saturate that inefficiency before competition or audience drift stales it.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 4 hours

| Metric                             | Condition | Value                   |
| ---------------------------------- | --------- | ----------------------- |
| Traffic Source Conversions (Today) | >         | 3–5                     |
| Traffic Source CPA (Today)         | \<=       | 40–50% of target payout |

**Action:** Copy Ad Group

<Tip>
  If your target payout is $10 and CPA is $4–5 per conversion, clone it immediately. This signals you've found something the algorithm hasn't priced efficiently yet.
</Tip>

***

### Rule 13: Clone Campaigns — Proven Profitability at Scale

The most popular TikTok cloning pattern: clone entire campaigns. This copies targeting, creative, and budget configuration in one action. Use when a campaign has demonstrated stable, repeatable profitability.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Once daily

| Metric                             | Condition | Value                |
| ---------------------------------- | --------- | -------------------- |
| Campaign Status                    | =         | Running              |
| Traffic Source Conversions (Today) | >=        | 8–10                 |
| Traffic Source CPA (Today)         | \<=       | 60% of target payout |

**Action:** Clone Campaign with Budget

<Tip>
  The cloned campaign starts paused. Review settings, then manually or auto-start. This is safer than cloning ad groups alone because you capture the entire performance context — targeting, creative mix, and budget structure all intact.
</Tip>

***

### Rule 14: Clone Content — Winning Creative

Clone individual ads outperforming within their ad group. The data shows 41 copy/Content rules — some sophisticated buyers are tracking creative-level efficiency explicitly.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 6 hours

| Metric                      | Condition | Value                |
| --------------------------- | --------- | -------------------- |
| Amount Spent (Today)        | >         | \$1–2                |
| Tracker Conversions (Today) | >         | 1                    |
| Tracker CPA (Today)         | \<        | 50% of target payout |

**Action:** Copy Content

<Tip>
  Duplicating a winning creative serves two purposes: it increases impression share for the best-performing ad, and it creates a control version in case the original ad group pauses later. Think of it as insurance for your best creative.
</Tip>

***

## Bid & Budget Management

Bid management on TikTok is subtle — bid caps constrain delivery but don't guarantee it. Use these rules conservatively, paired with budget rules for best results.

### Rule 15: Decrease Bids — Unprofitable Ranges

When ROI turns negative but isn't catastrophic yet, decrease bids before pausing. This buys you another test cycle at lower cost.

**Platform:** TikTok | **Data Interval:** Last 7 Days | **Scheduling:** Once daily

| Metric                   | Condition | Value |
| ------------------------ | --------- | ----- |
| Tracker ROI (L7D)        | \<        | -10%  |
| Tracker Net Profit (L7D) | \<        | -\$1  |
| Tracker ROI (L7D)        | >         | -50%  |

**Action:** Decrease Ad Group Bid by 10–15%

<Tip>
  If an ad group is at -5% ROI on \$20 spend, decrease bid first — see if cost-per-click drops enough to restore profitability before you pause. The lower bound (-50%) prevents this rule from firing on catastrophically bad ad groups, which should be paused outright.
</Tip>

***

### Rule 16: Increase Bids — High-Efficiency Winners

When CPA is exceptionally low, increase bids to capture more inventory. TikTok's auction is sophisticated — higher bids often return proportional increases in conversions.

**Platform:** TikTok | **Data Interval:** Last 3 Days | **Scheduling:** Once daily

| Metric                           | Condition | Value                |
| -------------------------------- | --------- | -------------------- |
| Traffic Source CPA (L3D)         | \<        | 40% of target payout |
| Traffic Source Conversions (L3D) | >         | 5                    |

**Action:** Increase Ad Group Bid by 10–15%

***

### Rule 17: Budget Ceiling Protection

Prevent runaway spend by pausing when cumulative spend approaches your daily limit.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 1 hour

| Metric               | Condition | Value               |
| -------------------- | --------- | ------------------- |
| Amount Spent (Today) | >         | Daily budget × 1.08 |

**Action:** Pause Campaign

<Tip>
  Set to 108% instead of 100% to account for TikTok's platform variance in spend delivery. Campaigns can overshoot the daily cap by 5–10% due to auction timing — using 100% as the threshold will create constant false positives.
</Tip>

***

## Creative Performance Optimization

Ad-level rules catch the creative duds your audience doesn't want to see. These run on today's data only, enabling rapid creative refresh.

### Rule 18: Pause Underperforming Ads — Cost Without Conversions

Pause ads that spend without delivering. This signals either poor creative appeal or wrong audience.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 2 hours

| Metric                             | Condition | Value |
| ---------------------------------- | --------- | ----- |
| Amount Spent (Today)               | >         | \$2–3 |
| Traffic Source Conversions (Today) | =         | 0     |

**Action:** Pause Content

<Tip>
  Removing a non-converting ad from the ad group improves overall performance — TikTok reallocates budget and impressions to the remaining creatives. Pair this with regular creative uploads to keep rotation fresh.
</Tip>

***

### Rule 19: Pause Underperforming Ads — High Cost, Low Tracker Conversions

Similar to Rule 18 but using tracker conversions. Use this if third-party tracking is more reliable than TikTok's native conversion signals for your offer type.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 2 hours

| Metric                      | Condition | Value |
| --------------------------- | --------- | ----- |
| Amount Spent (Today)        | >         | \$2   |
| Tracker Conversions (Today) | \<        | 1     |

**Action:** Pause Content

***

### Rule 20: Reactivate High-Efficiency Ads

Resume previously paused ads that prove themselves with low CPA and conversions. Use this sparingly — only reactivate ads that clearly exceed your profitability threshold.

**Platform:** TikTok | **Data Interval:** Today | **Scheduling:** Every 4 hours

| Metric                      | Condition | Value                   |
| --------------------------- | --------- | ----------------------- |
| Tracker CPA (Today)         | \<        | 40–50% of target payout |
| Tracker Conversions (Today) | >         | 0                       |

**Action:** Start Content

<Tip>
  Only reactivate ads when CPA is genuinely excellent — 40–50% of target payout, not just positive. You have limited creative slots in each ad group. Use them for your best performers.
</Tip>

***

## How Pro Media Buyers Layer These Rules

The rules above work best in combination:

1. **Protective layer (runs hourly):** Real-time pauses catch disasters before they cost you thousands. Deploy these first and treat them as your safety net.
2. **Scaling layer (runs daily):** Tiered ROI scaling feeds winners more budget without manual oversight. Set once and let it run.
3. **Cloning layer (runs every 4 hours):** Clone winners before they saturate. TikTok audiences move fast — the first person to clone a profitable audience has an advantage over latecomers.
4. **Optimization layer (runs daily):** Bid and content pauses refine performance. These are refinements; focus on layers 1–3 first.

## Key Insights from 2,113 Rules

* **Pause dominates:** 973 rules pause ad groups because fast response is critical. The first person to pause a loser avoids the bulk of wasted spend.
* **Cloning is TikTok-specific:** 309 cloning rules out of 2,113 (15%) — not coincidence. TikTok's audience targeting makes duplication unusually effective.
* **CPA vs. payout comparisons are where profit lives:** Rules comparing tracker CPA to Campaign.payout show sophisticated buyers calibrating to their own economics. A $10 payout with $3 CPA is a 3:1 ratio — worth scaling aggressively.
* **Real-time rules dominate:** 60%+ of rules use today's data interval. 24-hour-old data is stale on TikTok.
* **Complex rules (3+ conditions) are common:** 845 of 2,113 rules use 3+ conditions, reducing false positives. Pros use multi-condition rules; beginners use single-condition rules and wonder why their winners get paused.

## Customization by Campaign Type

* \*\*High-payout campaigns ($5–20 per conversion):** Use higher spend thresholds before pausing ($5–10). Budget increases can be more aggressive (50%+ for top tier).
* **Low-payout, high-volume campaigns ($0.50–$2 per conversion):** Use lower spend thresholds (\$0.50–2) and clone more aggressively. Saturation happens faster.
* **Brand/awareness campaigns:** Reduce reliance on conversion metrics. Add impression-share, reach, and engagement rules instead.
* **Affiliate/e-commerce:** These rules are built for you. Adjust thresholds to match your payout structure and cost of goods.

## Troubleshooting Common Issues

* **Rules firing too often:** Increase the cost threshold or require multi-condition confirmation (add Impressions > 50 as an additional condition).
* **Winners getting paused:** Use ROI + profit conditions together, never ROI alone. A -10% ROI at \$0.50 spend is noise, not signal.
* **Clones underperforming:** This is normal — first clones match original performance roughly 70% of the time. Monitor separately and pause underperformers within 24 hours.
* **Budget caps not working:** Set threshold to 108–110%, not 100%. Platform variance in delivery makes 100% unreliable as a ceiling.