Copy Generation

Generate product descriptions, ad copy, social posts, and email campaigns — tone-matched, brand-consistent, at 50,000 copies per hour.

Overview

The Copy Generation module produces marketing text for any channel and format. It understands product context from the Analysis module and generates copy that converts.

Throughput: 50,000 copies/hour | 12 languages | Tone-adaptive

Basic Usage

copy = client.creative.generate_copy(
    product=analysis_result,
    formats=["product_listing", "social_post", "ad_headline", "email_subject"],
    tone="premium",
    languages=["en", "ja", "de"],
    count=5  # variations per format
)

for item in copy.results:
    print(f"[{item.format}] ({item.language}) {item.text[:80]}...")

Supported Formats

Tone Options

# Available tones
tones = [
    "premium",      # Luxury, refined, exclusive
    "casual",       # Friendly, approachable, conversational
    "technical",    # Spec-focused, detailed, precise
    "urgent",       # Scarcity-driven, time-limited
    "playful",      # Fun, energetic, youthful
    "professional", # B2B, corporate, trustworthy
    "minimal",      # Short, clean, no fluff
]

Batch Copy for Catalog

# Generate copy for 5000 products × 3 formats × 2 languages = 30,000 pieces
batch = client.creative.batch_generate_copy(
    products=catalog_results,
    formats=["product_listing", "social_post", "ad_headline"],
    languages=["en", "zh"],
    tone="casual",
    concurrency=100
)

# Export as CSV for bulk upload
batch.to_csv("generated_copy.csv", columns=["sku", "format", "language", "text"])

A/B Testing Support

# Generate multiple variations for testing
variants = client.creative.generate_copy(
    product=result,
    formats=["ad_headline"],
    count=10,  # 10 headline variations
    diversity="high"  # Maximize variation between outputs
)

# Each variant includes a predicted CTR score
for v in variants.results:
    print(f"CTR score: {v.predicted_ctr:.3f} — {v.text}")