Capture-demand swarm · Paid Social Creative Iteration Swarm Agent · Performance-feedback-loop skill · Published June 1, 2026

Paid-social creative performance feedback loop for multi-location operators

Smartly.io, AdCreative.ai, Motion, VidMob, Pattern89 (Persado), Pencil AI, Marpipe, Creatopy, Bannerflow, Celtra, StackAdapt, MNTN, Hunch, Nexd, Persado, Phrasee, Anyword, Lytics + Twilio Engage + Adobe Real-Time CDP ship per-platform creative-feedback primitives. The performance-feedback-loop skill on the paid-social-creative-iteration-swarm agent — running per-portfolio per-variant per-audience per-platform per-format per-metric per-win-loss-tag per-causal-driver-extraction per-next-variant-seed-generation + per-multi-armed-bandit-exploration-exploitation + per-cross-platform-metric-normalization + per-Meta-Advantage-Plus-Performance-5-Framework + per-Google-Performance-Max-asset-feedback + per-portfolio audit-trail at multi-location-creative-operator scale — is operator-side architecture above the per-platform primitive.

Engage the paid-social-creative-iteration-swarm agent See the 32-agent swarm

What this skill closes

Cross-platform metric normalization — per-Meta-3-second-view + per-TikTok-6-second-view + per-YouTube-10-second-view + per-Meta-Thruplay + per-TikTok-VTR + per-YouTube-VTR + per-Meta-7-day-click-1-day-view + per-TikTok-7-day-click-1-day-view + per-LinkedIn-30-day-click + per-attribution-window-canonical-standard.
Per-variant creative-element attribution across per-hook-element (pain + curiosity + FOMO + testimonial + statistic + question + comparison + promise) + per-body + per-CTA + per-image-element (product + lifestyle + UGC + text-overlay + color-palette + rule-of-thirds) + per-video-element (opening-3-second + pacing + music + voiceover + caption + text-overlay + CTA-card) + per-format-element + per-audience-element.
Causal driver extraction via per-Shapley-value + per-LIME + per-SHAP + per-DoubleML + per-CausalML T-S-X-R-Learner + per-element CATE + per-element uplift modeling + per-element marginal-contribution + per-element interaction detection (hook-x-image + hook-x-audience + image-x-format).
Winning + losing element extraction — per-top-decile-variant-element-frequency + per-element-importance-ranking + per-LLM-guided seed generation via GPT-4 + Claude winning-pattern prompts.
Multi-armed bandit ensemble — per-Thompson-Sampling + per-UCB + per-Epsilon-Greedy + per-Contextual-LinUCB + per-Neural-Bandit + per-Boltzmann-Exploration with per-arm-allocation + per-reward-update + per-regret-minimization + per-Bayesian-credible-interval.
Genetic algorithm evolution — per-fitness-function (CPA + CTR + ROAS) + per-crossover-rate + per-mutation-rate + per-elitism-keep-top-k + per-generation-cycle + per-cross-element-recombination.
Native platform feedback leveraging — per-Meta-Advantage-Plus-Performance-5-Framework + per-Meta-Conversion-API + per-Meta-AEM + per-Google-Performance-Max-Asset-Audit + per-Performance-Max-Asset-Rating-Best-Good-Low + per-TikTok-Smart-Performance-Campaigns + per-LinkedIn-Predictive-Audiences + per-Pinterest-Targeted-Pin-Recommendations + per-Snap-Predictive-Targeting.

Why per-vendor-Smartly.io-canonical-daily-csv-export-canonical-Tuesday-morning-meeting breaks at multi-location-creative-operator scale

Per-vendor-Smartly.io-canonical-daily-csv-export-canonical-Tuesday-morning-meeting ships per-account per-campaign per-ad-set per-ad per-daily-rollup primitive. Per-vendor-AdCreative.ai + Motion + VidMob + Pattern89 + Pencil-AI + Marpipe + Creatopy + Bannerflow + Celtra + StackAdapt + MNTN + Hunch + Nexd-canonical-single-account ship per-vendor per-native creative-feedback primitives.

At 1-account-1-platform scale per-daily-csv-export per-Tuesday-meeting-cycle primitive is enough. At 200-location-cross-platform-cross-format-cross-audience scale per-200-locations × per-Meta + per-TikTok + per-Snap + per-Pinterest + per-LinkedIn + per-Reddit + per-X × per-Feed-Story-Reel-Carousel-Collection × per-multi-audience × per-vertical-mix per-canonical-cross-platform-canonical-cross-format-canonical-cross-audience-canonical-cross-vertical-canonical-Tuesday-meeting-cycle-canonical-7-business-day-lag.

Per-canonical-Meta-CPM-vs-TikTok-CPM-vs-Pinterest-CPM-vs-Reddit-CPM per-canonical-cross-platform-canonical-metric-canonical-normalization-blind + per-canonical-Meta-3-second-view-vs-TikTok-6-second-view-vs-YouTube-10-second-view per-canonical-cross-platform-canonical-view-canonical-definition-blind + per-canonical-attribution-window-canonical-Meta-7-day-click-1-day-view-vs-TikTok-7-day-click-1-day-view-vs-LinkedIn-30-day-click per-canonical-attribution-window-blind.

Per-canonical-per-variant-canonical-creative-element-canonical-attribution-blind + per-canonical-per-variant-canonical-causal-driver-canonical-extraction-blind + per-canonical-per-variant-canonical-next-variant-canonical-seed-canonical-generation-blind + per-canonical-multi-armed-bandit-canonical-exploration-exploitation-blind + per-canonical-per-audience-canonical-fatigue-canonical-detection-blind. Per-canonical-creative-iteration-canonical-cycle-canonical-7-business-day-canonical-Tuesday-meeting + per-CPA-canonical-inflation-15-to-40-percent-cumulative + per-ROAS-decline-10-to-25-percent + per-canonical-cross-platform-canonical-metric-canonical-normalization + per-canonical-per-variant-canonical-creative-element-canonical-attribution + per-canonical-per-variant-canonical-causal-driver-canonical-extraction + per-canonical-per-variant-canonical-next-variant-seed-generation + per-canonical-multi-armed-bandit-canonical-exploration-exploitation + per-canonical-per-audience-canonical-fatigue-detection is operator-side architecture above per-vendor per-Tuesday-meeting primitive.

What is in market today

Per-platform per-paid-social-ad-platform

Meta Marketing API + Conversions API + Advantage+ Creative + Dynamic Creative + Performance 5 Framework, Google Performance Max + Search + Display + YouTube + Discovery, TikTok Marketing API + Smart Performance Campaigns + Creative Center, LinkedIn Marketing API + Dynamic Ads + Sponsored Content, Pinterest + Snapchat + Reddit + X + Microsoft Advertising. Per-account per-campaign per-ad-set per-ad. Per-canonical-cross-platform-canonical-metric-canonical-normalization is not the primitive.

Per-platform per-creative-iteration-tool

Smartly.io, AdCreative.ai, Motion, VidMob, Pattern89 (Persado), Pencil AI (Brandtech Group), Marpipe, Creatopy, Bannerflow, Celtra, StackAdapt, MNTN, Hunch, Nexd. Per-account per-Tuesday-meeting per-creative-iteration-cycle. Per-canonical-per-variant-canonical-causal-driver-canonical-extraction + per-multi-armed-bandit-canonical-exploration-exploitation is not the primitive.

Per-platform per-creative-AI-platform

Persado, Phrasee, Anyword, Jasper AI, Copy.ai, Writesonic, Canva Magic, AdCreative.ai, Pencil. Per-account per-prompt per-variant-generation. Per-canonical-winning-element-canonical-seed-injection + per-genetic-algorithm-canonical-evolution is not the primitive.

Per-platform per-customer-data-platform-with-audience

Segment, mParticle, Tealium AudienceStream, Treasure Data, Adobe Real-Time CDP, Lytics, BlueConic, Twilio Engage, Salesforce Data Cloud. Per-account per-audience per-syndication. Per-canonical-per-audience-canonical-fatigue-canonical-detection + per-canonical-per-variant-canonical-creative-element-canonical-attribution is not the primitive.

How the architecture is set up

Per-portfolio per-canonical-multi-paid-social-canonical-API-substrate. Per-Meta-Marketing-API + per-Google-Performance-Max + per-TikTok + per-LinkedIn + per-Pinterest + per-Snapchat + per-Reddit + per-X + per-Microsoft canonical-multi-vendor.
Per-portfolio per-canonical-cross-platform-canonical-metric-canonical-normalization. Per-CPM + per-CPC + per-CTR + per-CPA + per-ROAS + per-view-definition + per-completion-definition + per-engagement-definition + per-attribution-window + per-currency canonical-USD + per-viewability-MRC + per-brand-safety canonical-normalization.
Per-portfolio per-canonical-per-variant-canonical-creative-element-canonical-decomposition. Per-hook + per-body + per-CTA + per-image + per-video + per-format + per-audience canonical-element-decomposition.
Per-portfolio per-canonical-per-element-canonical-feature-engineering. Per-hook-sentiment + per-hook-length + per-hook-question-mark + per-hook-statistic + per-image-color-palette + per-image-composition + per-image-text-overlay + per-video-opening-3-second + per-video-pacing + per-video-music + per-format-aspect + per-format-duration canonical-feature.
Per-portfolio per-canonical-multi-variate-canonical-attribution-modeling. Per-Shapley-value + per-LIME + per-SHAP + per-DoubleML + per-CausalML-T-S-X-R-Learner canonical-causal-attribution.
Per-portfolio per-canonical-per-element-canonical-CATE + uplift + marginal-contribution + interaction-detection. Per-CATE + per-uplift + per-marginal + per-hook-x-image-interaction + per-hook-x-audience-interaction + per-image-x-format-interaction canonical-interaction.
Per-portfolio per-canonical-winning + losing element extraction. Per-top-decile-variant-element-frequency + per-element-importance-ranking canonical-extraction.
Per-portfolio per-canonical-winning-element-canonical-seed-canonical-injection + LLM-guided seeding. Per-top-3-hook + per-top-3-image + per-top-3-video + per-top-3-audience + per-GPT-4-winning-pattern-prompt + per-Claude-winning-pattern-prompt.
Per-portfolio per-canonical-genetic-algorithm-evolution. Per-fitness-CPA-CTR-ROAS + per-crossover-rate + per-mutation-rate + per-elitism + per-generation-cycle + per-cross-element-recombination.
Per-portfolio per-canonical-multi-armed-bandit-ensemble. Per-Thompson-Sampling + per-UCB + per-Epsilon-Greedy + per-Contextual-LinUCB + per-Neural-Bandit + per-Boltzmann-Exploration + per-arm-allocation + per-reward-update + per-regret-minimization + per-Bayesian-credible-interval.
Per-portfolio per-canonical-Meta-Advantage-Plus-Performance-5-Framework. Per-Advantage-Plus-Creative + per-Advantage-Plus-Audiences + per-Advantage-Plus-Placements + per-Advantage-Plus-Budget + per-Advantage-Plus-Targeting + per-Conversion-API + per-AEM.
Per-portfolio per-canonical-Google-Performance-Max-canonical-asset-feedback. Per-PMax-Asset-Audit + per-PMax-Asset-Rating-Best-Good-Low + per-asset-replacement-recommendation + per-TikTok-Smart-Performance + per-LinkedIn-Predictive-Audiences + per-Pinterest-Targeted-Pin-Recommendations + per-Snap-Predictive-Targeting.
Per-portfolio audit-trail + per-CMO-dashboard-rollup. Per-variant-performance + per-causal-driver + per-winning-element-extraction + per-next-variant-seed + per-bandit-decision + per-CMO-dashboard-rollup.

Frequently asked questions

What is paid-social creative performance feedback loop for multi-location operators?

Paid-social creative performance feedback loop runs per-portfolio per-variant per-audience per-platform per-format per-canonical-per-variant-canonical-performance-canonical-ingestion + per-canonical-cross-platform-canonical-metric-canonical-normalization + per-canonical-per-variant-canonical-win-loss-canonical-tagging + per-canonical-per-variant-canonical-causal-driver-canonical-extraction + per-canonical-per-variant-canonical-creative-element-canonical-attribution + per-canonical-per-audience-canonical-fatigue-canonical-detection + per-canonical-per-variant-canonical-next-variant-canonical-seed-canonical-generation + per-canonical-per-platform-canonical-Meta-Advantage-Plus-canonical-feedback + per-canonical-per-platform-canonical-Google-Performance-Max-canonical-feedback + per-canonical-multi-armed-bandit-canonical-exploration-exploitation + per-portfolio audit-trail. Per-canonical-per-variant-canonical-creative-element-canonical-attribution runs per-canonical-hook-element-canonical-attribution (per-pain-hook + per-curiosity-hook + per-FOMO-hook + per-testimonial-hook + per-statistic-hook + per-question-hook + per-comparison-hook + per-promise-hook per-canonical-hook-element) + per-canonical-body-element-canonical-attribution + per-canonical-CTA-element-canonical-attribution + per-canonical-image-element-canonical-attribution (per-product-image + per-lifestyle-image + per-UGC-image + per-text-overlay + per-color-palette + per-composition-rule-of-thirds per-canonical-image-element) + per-canonical-video-element-canonical-attribution (per-opening-3-second + per-pacing + per-music + per-voiceover + per-caption + per-text-overlay + per-CTA-card per-canonical-video-element) + per-canonical-format-element-canonical-attribution (per-Feed + per-Story + per-Reel + per-Carousel + per-Collection per-canonical-format-element) + per-canonical-audience-element-canonical-attribution (per-lookalike + per-interest + per-behavior + per-retargeting + per-custom-audience per-canonical-audience-element). The per-platform per-paid-social-ad-platform category includes Meta Marketing API + Conversions API + Advantage+ Creative + Dynamic Creative + Performance 5 Framework, Google Performance Max + Search + Display + YouTube + Discovery, TikTok Marketing API + Smart Performance Campaigns + Creative Center, LinkedIn Marketing API + Dynamic Ads + Sponsored Content, Pinterest Marketing API + Idea Pins + Shopping Pins, Snapchat Marketing API + Story Ads + Collection Ads + AR Lens Ads, Reddit Ads API + Conversation Ads, X Ads API + Promoted Ads, Microsoft Advertising API. The per-platform per-creative-iteration-tool category includes Smartly.io, AdCreative.ai, Motion, VidMob, Pattern89 (Persado), Pencil AI (Brandtech Group), Marpipe, Creatopy, Bannerflow, Celtra, StackAdapt, MNTN, Hunch, Nexd. The per-platform per-creative-AI-platform category includes Persado, Phrasee, Anyword, Jasper AI, Copy.ai, Writesonic, Canva Magic, AdCreative.ai, Pencil. The per-platform per-customer-data-platform-with-audience category includes Segment, mParticle, Tealium AudienceStream, Treasure Data, Adobe Real-Time CDP, Lytics, BlueConic, Twilio Engage, Salesforce Data Cloud. The performance-feedback-loop skill on the paid-social-creative-iteration-swarm agent (1 of the bundle on paid-social-creative-iteration-swarm in the capture-demand swarm alongside per-canonical-generative-creative-production-image-video + per-canonical-copy-hook-variant-generation + per-canonical-per-platform-format-adapter + per-canonical-creative-fatigue-detection-per-audience + per-canonical-budget-creative-pairing-with-attribution) — running per-portfolio per-variant per-audience per-platform per-format per-metric per-win-loss-tag per-causal-driver-extraction per-next-variant-seed-generation + per-portfolio audit-trail at multi-location-creative-operator scale — is operator-side architecture above the per-platform per-paid-social-ad-platform + per-creative-iteration-tool + per-creative-AI-platform + per-customer-data-platform-with-audience primitive.

Why does per-vendor-Smartly.io-canonical-daily-csv-export-canonical-Tuesday-morning-meeting break down at multi-location-creative-operator scale?

Per-vendor-Smartly.io-canonical-daily-csv-export-canonical-Tuesday-morning-meeting ships per-account per-campaign per-ad-set per-ad per-daily-rollup primitive. Per-vendor-AdCreative.ai + per-Motion + per-VidMob + per-Pattern89 + per-Pencil-AI + per-Marpipe + per-Creatopy + per-Bannerflow + per-Celtra + per-StackAdapt + per-MNTN + per-Hunch + per-Nexd-canonical-single-account ship per-vendor per-native creative-feedback primitives. At 1-account-1-platform scale per-daily-csv-export per-Tuesday-meeting-cycle primitive is enough. At 200-location-cross-platform-cross-format-cross-audience scale per-200-locations × per-Meta + per-TikTok + per-Snap + per-Pinterest + per-LinkedIn + per-Reddit + per-X × per-Feed-Story-Reel-Carousel-Collection × per-multi-audience × per-vertical-mix per-canonical-cross-platform-canonical-cross-format-canonical-cross-audience-canonical-cross-vertical-canonical-Tuesday-meeting-cycle-canonical-7-business-day-lag. Per-canonical-Meta-canonical-CPM-canonical-vs-canonical-TikTok-CPM-canonical-vs-Pinterest-CPM-canonical-vs-Reddit-CPM per-canonical-cross-platform-canonical-metric-canonical-normalization-blind + per-canonical-Meta-canonical-3-second-view-canonical-vs-TikTok-canonical-6-second-view-canonical-vs-YouTube-canonical-10-second-view per-canonical-cross-platform-canonical-view-canonical-definition-blind + per-canonical-Meta-canonical-Thruplay-canonical-vs-TikTok-canonical-VTR per-canonical-cross-platform-canonical-completion-canonical-definition-blind + per-canonical-cross-platform-canonical-attribution-canonical-window-canonical-Meta-7-day-click-1-day-view-canonical-vs-TikTok-7-day-click-1-day-view-canonical-vs-LinkedIn-30-day-click per-canonical-attribution-window-blind. Per-canonical-per-variant-canonical-creative-element-canonical-attribution-blind (per-hook-element-attribution-blind + per-image-element-attribution-blind + per-video-element-attribution-blind + per-format-element-attribution-blind + per-audience-element-attribution-blind per-canonical-creative-element-attribution-blind) + per-canonical-per-variant-canonical-causal-driver-canonical-extraction-blind + per-canonical-per-variant-canonical-next-variant-canonical-seed-canonical-generation-blind + per-canonical-multi-armed-bandit-canonical-exploration-exploitation-blind + per-canonical-per-audience-canonical-fatigue-canonical-detection-blind + per-canonical-Meta-Advantage-Plus-canonical-Performance-5-Framework-canonical-not-leveraged + per-canonical-Google-Performance-Max-canonical-asset-feedback-canonical-not-leveraged. Per-canonical-creative-iteration-canonical-cycle-canonical-7-business-day-canonical-Tuesday-meeting + per-canonical-Meta-canonical-frequency-canonical-cap-3-canonical-fatigue-canonical-window-canonical-missed + per-canonical-CPA-canonical-inflation-canonical-15-to-40-percent-canonical-cumulative + per-canonical-ROAS-canonical-decline-canonical-10-to-25-percent + per-canonical-creative-canonical-fatigue-canonical-detected-canonical-after-the-fact + per-canonical-winning-variant-canonical-pattern-canonical-not-extracted + per-canonical-losing-variant-canonical-pattern-canonical-not-extracted. Per-vendor-Smartly.io + AdCreative.ai + Motion + VidMob + Pattern89 + Pencil-AI + Marpipe + Creatopy + Bannerflow + Celtra + StackAdapt + MNTN + Hunch + Nexd ship per-platform per-Tuesday-meeting primitive. Per-canonical-cross-platform-canonical-metric-canonical-normalization + per-canonical-per-variant-canonical-creative-element-canonical-attribution + per-canonical-per-variant-canonical-causal-driver-canonical-extraction + per-canonical-per-variant-canonical-next-variant-seed-generation + per-canonical-multi-armed-bandit-canonical-exploration-exploitation + per-canonical-per-audience-canonical-fatigue-detection is operator-side architecture above per-vendor per-Tuesday-meeting primitive.

What does per-portfolio per-canonical-cross-platform-canonical-metric-canonical-normalization do?

Per-portfolio per-canonical-cross-platform-canonical-metric-canonical-normalization runs per-portfolio per-canonical-cross-platform-canonical-CPM-canonical-normalization + per-canonical-cross-platform-canonical-CPC-canonical-normalization + per-canonical-cross-platform-canonical-CTR-canonical-normalization + per-canonical-cross-platform-canonical-CPA-canonical-normalization + per-canonical-cross-platform-canonical-ROAS-canonical-normalization + per-canonical-cross-platform-canonical-view-canonical-definition-canonical-normalization (per-Meta-3-second-vs-TikTok-6-second-vs-YouTube-10-second per-canonical-standard-view-definition) + per-canonical-cross-platform-canonical-completion-canonical-definition-canonical-normalization (per-Meta-Thruplay-vs-TikTok-VTR-vs-YouTube-VTR per-canonical-completion-definition) + per-canonical-cross-platform-canonical-engagement-canonical-definition-canonical-normalization (per-Meta-reactions-comments-shares-vs-TikTok-likes-comments-shares-saves-vs-Pinterest-saves-clicks per-canonical-engagement-definition) + per-canonical-cross-platform-canonical-attribution-window-canonical-normalization (per-Meta-7-day-click-1-day-view-vs-TikTok-7-day-click-1-day-view-vs-LinkedIn-30-day-click-vs-Google-Conversion-Window per-canonical-attribution-window-normalization) + per-canonical-cross-platform-canonical-currency-canonical-normalization-canonical-USD + per-canonical-cross-platform-canonical-impression-canonical-quality-canonical-normalization (per-viewability-spec-canonical-MRC-50-percent-1-second + per-IAS-canonical-DoubleVerify-canonical-Moat per-canonical-viewability-spec) + per-canonical-cross-platform-canonical-brand-safety-canonical-spec-canonical-normalization. Per-portfolio audit-trail.

How does per-portfolio per-canonical-per-variant-canonical-causal-driver-canonical-extraction work?

Per-portfolio per-canonical-per-variant-canonical-causal-driver-canonical-extraction runs per-portfolio per-canonical-per-variant-canonical-creative-element-canonical-decomposition (per-hook-canonical-extraction + per-body-canonical-extraction + per-CTA-canonical-extraction + per-image-canonical-extraction + per-video-canonical-extraction + per-format-canonical-extraction + per-audience-canonical-extraction per-canonical-element-decomposition) + per-canonical-per-element-canonical-feature-canonical-engineering (per-hook-canonical-sentiment + per-hook-canonical-length + per-hook-canonical-question-mark + per-hook-canonical-statistic + per-image-canonical-color-palette + per-image-canonical-composition + per-image-canonical-text-overlay + per-video-canonical-opening-3-second + per-video-canonical-pacing + per-video-canonical-music + per-format-canonical-aspect + per-format-canonical-duration per-canonical-feature-engineering) + per-canonical-multi-variate-canonical-attribution-canonical-modeling (per-Shapley-value-canonical-attribution + per-LIME-canonical-local-interpretable + per-SHAP-canonical-SHapley-Additive-exPlanations + per-DoubleML-canonical-causal-attribution + per-CausalML-canonical-T-S-X-R-Learner per-canonical-causal-attribution) + per-canonical-per-element-canonical-causal-impact-canonical-CATE-canonical-Conditional-Average-Treatment-Effect + per-canonical-per-element-canonical-uplift-canonical-modeling + per-canonical-per-element-canonical-marginal-contribution-canonical-decomposition + per-canonical-per-element-canonical-interaction-canonical-detection (per-hook-x-image-canonical-interaction + per-hook-x-audience-canonical-interaction + per-image-x-format-canonical-interaction per-canonical-interaction-detection) + per-canonical-winning-element-canonical-extraction (per-top-decile-variant-canonical-element-frequency + per-element-canonical-importance-ranking per-canonical-winning-extraction) + per-canonical-losing-element-canonical-extraction. Per-portfolio audit-trail.

What does per-portfolio per-canonical-per-variant-canonical-next-variant-canonical-seed-canonical-generation + per-canonical-multi-armed-bandit do?

Per-portfolio per-canonical-per-variant-canonical-next-variant-canonical-seed-canonical-generation runs per-portfolio per-canonical-winning-element-canonical-seed-canonical-injection (per-top-3-hook-canonical-seed + per-top-3-image-canonical-seed + per-top-3-video-canonical-seed + per-top-3-audience-canonical-seed per-canonical-winning-seed) + per-canonical-element-canonical-recombination-canonical-strategy (per-cross-element-canonical-recombination + per-hook-canonical-mutation + per-image-canonical-mutation + per-video-canonical-mutation per-canonical-recombination) + per-canonical-genetic-algorithm-canonical-evolution (per-fitness-function-canonical-CPA-canonical-CTR-canonical-ROAS + per-crossover-canonical-rate + per-mutation-canonical-rate + per-elitism-canonical-keep-top-k + per-generation-canonical-cycle per-canonical-genetic-algorithm) + per-canonical-LLM-guided-canonical-seed-generation (per-OpenAI-GPT-4-canonical-winning-pattern-prompt + per-Anthropic-Claude-canonical-winning-pattern-prompt per-canonical-LLM-seeding). Per-canonical-multi-armed-bandit-canonical-exploration-exploitation runs per-portfolio per-canonical-Thompson-Sampling-canonical-bandit + per-canonical-UCB-Upper-Confidence-Bound-canonical-bandit + per-canonical-Epsilon-Greedy-canonical-bandit + per-canonical-Contextual-LinUCB-canonical-bandit + per-canonical-Neural-Bandit-canonical-bandit + per-canonical-Boltzmann-Exploration-canonical-bandit + per-canonical-per-variant-canonical-arm-canonical-allocation (per-budget-canonical-allocation-canonical-per-variant + per-impressions-canonical-allocation-canonical-per-variant per-canonical-arm-allocation) + per-canonical-per-arm-canonical-reward-canonical-update + per-canonical-per-arm-canonical-regret-canonical-minimization + per-canonical-per-variant-canonical-statistical-significance-canonical-Bayesian-credible-interval. Per-portfolio audit-trail.

What does per-portfolio per-canonical-Meta-Advantage-Plus-canonical-Performance-5-Framework + per-paid-social-creative-iteration-swarm-canonical-bundle do?

Per-portfolio per-canonical-Meta-Advantage-Plus-canonical-Performance-5-Framework runs per-portfolio per-canonical-Meta-Performance-5-canonical-spec (per-Advantage-Plus-Creative + per-Advantage-Plus-Audiences + per-Advantage-Plus-Placements + per-Advantage-Plus-Budget + per-Advantage-Plus-Targeting per-canonical-Performance-5-spec) + per-canonical-Meta-Conversion-API-canonical-server-side-tracking + per-canonical-Meta-Aggregated-Event-Measurement-canonical-AEM + per-canonical-Google-Performance-Max-canonical-asset-feedback (per-Performance-Max-canonical-Asset-Audit + per-Performance-Max-canonical-Asset-Rating-Best-Good-Low + per-Performance-Max-canonical-asset-replacement-recommendation per-canonical-PMax-feedback) + per-canonical-TikTok-canonical-Smart-Performance-Campaigns-canonical-feedback + per-canonical-LinkedIn-canonical-Predictive-Audiences-canonical-feedback + per-canonical-Pinterest-canonical-Targeted-Pin-Recommendations + per-canonical-Snap-canonical-Predictive-Targeting. Per-paid-social-creative-iteration-swarm-agent-canonical-bundle integrates the performance-feedback-loop skill with sibling skills on the same agent: per-canonical-generative-creative-production-image-video (skill sibling — generates image + video creative; performance feedback informs next generation cycle) + per-canonical-copy-hook-variant-generation (skill sibling — generates hook + body + CTA variants; performance feedback informs next variant) + per-canonical-per-platform-format-adapter (skill sibling — adapts creative to per-platform-format; performance feedback informs format selection) + per-canonical-creative-fatigue-detection-per-audience (skill sibling — uses performance feedback for fatigue detection) + per-canonical-budget-creative-pairing-with-attribution (skill sibling — uses performance feedback for budget-creative pairing). Per-portfolio audit-trail.

Engage the paid-social-creative-iteration-swarm agent

Per-portfolio per-variant per-audience per-platform per-format per-metric per-win-loss-tag per-causal-driver-extraction per-next-variant-seed-generation + per-multi-armed-bandit-exploration-exploitation + per-cross-platform-metric-normalization + per-Meta-Advantage-Plus-Performance-5-Framework + per-Google-Performance-Max-asset-feedback + per-portfolio audit-trail shipped as the orchestration layer above your existing per-paid-social-ad-platform + per-creative-iteration-tool + per-creative-AI-platform + per-customer-data-platform-with-audience primitive.

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