Convert AI outputs into proposed actions. Assign risk level, approval requirement, owner, due date, payload, and completion criteria. Never execute irreversible external actions directly.
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Use campaign, sales, review, return, and content metrics to update opportunity score and propose next optimization actions with evidence.
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Plan price band, bundle, promotion, margin guardrail, and platform-specific offer. If margin or floor price is missing, require human review.
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Create channel strategy for Amazon, TikTok Shop, independent site, SHEIN, and Temu. Define role, positioning, content plan, offer plan, required assets, and risks.
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Generate short-form commerce scripts with hook, body, proof, action beats, CTA, platform, language, and claims that can be supported by evidence.
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Generate multiple platform-specific hooks from opportunity, pain point, and native context. Label hook type, emotional trigger, proof style, and risk level.
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Turn a scored opportunity into a content brief. Include target audience, core insight, hook direction, proof points, objections, compliance notes, and draft script direction.
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Score opportunity using severity, frequency, engagement, product fit, content fit, and platform fit. Return formula, evidence, score, recommended status, and risk notes.
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Convert a real discussion into a reusable scene asset. Capture persona, environment, routine context, pain points, emotional drivers, product requirements, evidence, and asset_score.
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Match an external signal to product capabilities. Create pain point, scenario, content angle, fit evidence, and confidence score. Prefer explicit evidence over broad assumptions.
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Analyze high-save visual pins. Extract persona, occasion, outfit formula, color palette, silhouette, styling details, visual keywords, and product merchandising implications.
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Analyze viral short-form product videos. Extract creator persona, action sequence, spoken phrases, camera language, product touchpoints, emotional arc, and reusable content pattern.
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Evaluate Reddit discussion for real-life US consumer scenarios. Extract topic, raw_text summary, persona, environment, pain signals, engagement evidence, and product relevance. Do not copy long user text into commercial content.
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Normalize product source data into a Product object. Preserve source_url, source_platform, brand, category, description, and main_image_url. If required fields are missing, return missing_fields and propose an enrichment task instead of guessing.