AI Advertising Banner Generation Implementation

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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AI Advertising Banner Generation Implementation
Medium
~5 business days
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AI Advertising Banner Generation

AI banner generation automates creation of advertising materials for contextual ads, targeting, media placements. One asset set → hundreds of formats and variations in minutes instead of hours.

Banner Generation Stack

from PIL import Image, ImageDraw, ImageFont
import io

class BannerGenerator:
    STANDARD_SIZES = {
        # Yandex.Direct
        "yandex_240x400": (240, 400),
        "yandex_300x250": (300, 250),
        # Google Ads
        "google_300x250": (300, 250),
        "google_970x250": (970, 250),
        # VK
        "vk_1080x607": (1080, 607),
        # Telegram
        "telegram_800x418": (800, 418),
    }

    def generate_banner_set(self, product_image: bytes, headline: str, subtext: str, 
                           cta: str, brand_color: str) -> dict[str, bytes]:
        results = {}
        bg_prompt = f"abstract background, {brand_color} color scheme, modern minimalist, no text"
        background = self.image_gen.generate(bg_prompt, width=1920, height=1080)

        for size_name, (w, h) in self.STANDARD_SIZES.items():
            banner = self.compose_banner(background, product_image, headline, 
                                        subtext, cta, brand_color, (w, h))
            results[size_name] = banner
        return results

A/B testing: generate headlines in 5+ variations per brand color. Text overlay with brand fonts, CTA button styling. Export to all major ad platforms (Yandex, Google, Facebook, VK, Telegram).

Timeline: setup + integration — 2 weeks. Full A/B testing + compliance (brand guidelines) — 3–4 weeks.