Generative AI Tools for Ad Creative

Reference for using AI image generators, video generators, and code-based video tools to produce ad visuals at scale.

When to Use Generative Tools

Image Generation

Nano Banana Pro (Gemini)

Google DeepMind's image generation model, available through the Gemini API.

Best for: High-quality ad images, product visuals, text rendering API: Gemini API (Google AI Studio, Vertex AI) Pricing: ~$0.04/image (Gemini 2.5 Flash Image), ~$0.24/4K image (Nano Banana Pro)

Strengths:

• Strong text rendering in images (logos, headlines)
• Native image editing (modify existing images with prompts)
• Available through the same Gemini API used for text generation
• Supports both generation and editing in one model

Ad creative use cases:

• Generate social media ad images from text descriptions
• Create product mockup variations
• Edit existing ad images (swap backgrounds, change colors)
• Generate images with headline text baked in

API example:

# Using the Gemini API for image generation
curl -X POST "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash-image:generateContent" \
  -H "Content-Type: application/json" \
  -H "x-goog-api-key: $GEMINI_API_KEY" \
  -d '{
    "contents": [{"parts": [{"text": "Create a clean, modern social media ad image for a project management tool. Show a laptop with a kanban board interface. Bright, professional, 16:9 ratio."}]}],
    "generationConfig": {"responseModalities": ["TEXT", "IMAGE"]}
  }'

Docs: Gemini Image Generation

Flux (Black Forest Labs)

Open-weight image generation models with API access through Replicate and BFL's native API.

Best for: Photorealistic images, brand-consistent variations, multi-reference generation API: Replicate, BFL API, fal.ai Pricing: ~$0.01-0.06/image depending on model and resolution

Model variants:

Strengths:

• Multi-image reference (up to 8 images) for consistent identity across ads
• Product consistency — same product in different contexts
• Style transfer from reference images
• Open-weight Dev model for self-hosting

Ad creative use cases:

• Generate 50+ ad variations with consistent product/person identity
• Create product-in-context images (your SaaS on different devices)
• Style-match to existing brand assets using reference images
• Rapid A/B test image variations

Docs: Replicate Flux, BFL API

Ideogram

Specialized in typography and text rendering within images.

Best for: Ad banners with text, branded graphics, social ad images with headlines API: Ideogram API, Runware Pricing: ~$0.06/image (API), ~$0.009/image (subscription)

Strengths:

• Best-in-class text rendering (~90% accuracy vs ~30% for most tools)
• Style reference system (upload up to 3 reference images)
• 4.3 billion style presets for consistent brand aesthetics
• Strong at logos and branded typography

Ad creative use cases:

• Generate ad banners with headline text directly in the image
• Create social media graphics with branded text overlays
• Produce multiple design variations with consistent typography
• Generate promotional materials without needing a designer for each iteration

Docs: Ideogram API, Ideogram

Other Image Tools

Video Generation

Google Veo

Google DeepMind's video generation model, available through the Gemini API and Vertex AI.

Best for: High-quality video ads with native audio, vertical video for social API: Gemini API, Vertex AI Pricing: ~$0.15/sec (Veo 3.1 Fast), ~$0.40/sec (Veo 3.1 Standard)

Capabilities:

• Up to 60 seconds at 1080p
• Native audio generation (dialogue, sound effects, ambient)
• Vertical 9:16 output for Stories/Reels/Shorts
• Upscale to 4K
• Text-to-video and image-to-video

Ad creative use cases:

• Generate short video ads (15-30 sec) from text descriptions
• Create vertical video ads for TikTok, Reels, Shorts
• Produce product demos with voiceover
• Generate multiple video variations from the same prompt with different styles

Docs: Veo on Vertex AI

Kling (Kuaishou)

Video generation with simultaneous audio-visual generation and camera controls.

Best for: Cinematic video ads, longer-form content, audio-synced video API: Kling API, PiAPI, fal.ai Pricing: ~$0.09/sec (via fal.ai third-party)

Capabilities:

• Up to 3 minutes at 1080p/30-48fps
• Simultaneous audio-visual generation (Kling 2.6)
• Text-to-video and image-to-video
• Motion and camera controls

Ad creative use cases:

• Longer product explainer videos
• Cinematic brand videos with synchronized audio
• Animate product images into video ads

Docs: Kling AI Developer

Runway

Video generation and editing platform with strong controllability.

Best for: Controlled video generation, style-consistent content, editing existing footage API: Runway Developer Portal

Capabilities:

• Gen-4: Character/scene consistency across shots
• Motion brush and camera controls
• Image-to-video with reference images
• Video-to-video style transfer

Ad creative use cases:

• Generate video ads with consistent characters/products across scenes
• Style-transfer existing footage to match brand aesthetics
• Extend or remix existing video content

Docs: Runway API

Seedance 2.0 (ByteDance)

ByteDance's video generation model with simultaneous audio-visual generation and multimodal inputs.

Best for: Fast, affordable video ads with native audio, multimodal reference inputs API: BytePlus (official), Replicate, WaveSpeedAI, fal.ai (third-party); OpenAI-compatible API format Pricing: ~$0.10-0.80/min depending on resolution

Capabilities:

• Up to 20 seconds at up to 2K resolution
• Simultaneous audio-visual generation (Dual-Branch Diffusion Transformer)
• Text-to-video and image-to-video
• Up to 12 reference files for multimodal input
• OpenAI-compatible API structure

Ad creative use cases:

• High-volume short video ad production at low cost
• Video ads with synchronized voiceover and sound effects in one pass
• Multi-reference generation (feed product images, brand assets, style references)
• Rapid iteration on video ad concepts

Docs: Seedance

Higgsfield

Full-stack video creation platform with cinematic camera controls.

Best for: Social video ads, cinematic style, mobile-first content Platform: higgsfield.ai

Capabilities:

• 50+ professional camera movements (zooms, pans, FPV drone shots)
• Image-to-video animation
• Built-in editing, transitions, and keyframing
• All-in-one workflow: image gen, animation, editing

Ad creative use cases:

• Social media video ads with cinematic feel
• Animate product images into dynamic video
• Create multiple video variations with different camera styles
• Quick-turn video content for social campaigns

Video Tool Comparison

Voice & Audio Generation

For layering realistic voiceovers onto video ads, adding narration to product demos, or generating audio for code-rendered videos. These tools turn ad scripts into natural-sounding voice tracks.

When to Use Voice Tools

Many video generators (Veo, Kling, Seedance) now include native audio. Use standalone voice tools when you need:

• Voiceover on silent video — add a voice track to silent AI-generated clips or code-rendered templates
• Brand voice consistency — Clone a specific voice for all ads
• Multi-language versions — Same ad script in 20+ languages
• Script iteration — Re-record voiceover without reshooting video
• Precise control — Exact timing, emotion, and pacing

ElevenLabs

Voice generation and voice cloning platform.

Best for: Most natural-sounding voiceovers, brand voice cloning, multilingual API: REST API with streaming support Pricing: ~$0.12-0.30 per 1,000 characters depending on plan; starts at $5/month

Capabilities:

• 29+ languages with natural accent and intonation
• Voice cloning from short audio clips (instant) or longer recordings (professional)
• Emotion and style control
• Streaming for real-time generation
• Voice library with hundreds of pre-built voices

Ad creative use cases:

• Generate voiceover tracks for video ads
• Clone your brand spokesperson's voice for all ad variations
• Produce the same ad in 10+ languages from one script
• A/B test different voice styles (authoritative vs. friendly vs. urgent)

API example:

curl -X POST "https://api.elevenlabs.io/v1/text-to-speech/{voice_id}" \
  -H "xi-api-key: $ELEVENLABS_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Stop wasting hours on manual reporting. Try DataFlow free for 14 days.",
    "model_id": "eleven_multilingual_v2",
    "voice_settings": {"stability": 0.5, "similarity_boost": 0.75}
  }' --output voiceover.mp3

Docs: ElevenLabs API

OpenAI TTS

Simple, affordable text-to-speech built into the OpenAI API.

Best for: Quick voiceovers, cost-effective at scale, simple integration API: OpenAI API (same SDK as GPT/DALL-E) Pricing: $15/million chars (standard), $30/million chars (HD); ~$0.015/min with gpt-4o-mini-tts

Capabilities:

• 13 built-in voices (no custom cloning)
• Multiple languages
• Real-time streaming
• HD quality option
• Simple API — same SDK you already use for GPT

Ad creative use cases:

• Fast, cheap voiceover for draft/test ad versions
• High-volume narration at low cost
• Prototype ad audio before investing in premium voice

Docs: OpenAI TTS

Cartesia Sonic

Ultra-low latency voice generation built for real-time applications.

Best for: Real-time voice, lowest latency, emotional expressiveness API: REST + WebSocket streaming Pricing: Starts at $5/month; pay-as-you-go from $0.03/min

Capabilities:

• 40ms time-to-first-audio (fastest in class)
• 15+ languages
• Nonverbal expressiveness: laughter, breathing, emotional inflections
• Sonic Turbo for even lower latency
• Streaming API for real-time generation

Ad creative use cases:

• Real-time ad preview during creative iteration
• Interactive demo videos with dynamic narration
• Ads requiring natural laughter, sighs, or emotional reactions

Docs: Cartesia Sonic

Voicebox (Open Source)

Free, local-first voice synthesis studio powered by Qwen3-TTS. The open-source alternative to ElevenLabs.

Best for: Free voice cloning, local/private generation, zero-cost batch production API: Local REST API at http://localhost:8000 Pricing: Free (MIT license). Runs entirely on your machine. Stack: Tauri (Rust) + React + FastAPI (Python)

Capabilities:

• Voice cloning from short audio samples via Qwen3-TTS
• Multi-language support (English, Chinese, more planned)
• Multi-track timeline editor for composing conversations
• 4-5x faster inference on Apple Silicon via MLX Metal acceleration
• Local REST API for programmatic generation
• No cloud dependency — all processing on-device

Ad creative use cases:

• Free voice cloning for brand spokesperson across all ad variations
• Batch generate voiceovers without per-character costs
• Private/local generation when ad content is sensitive or pre-launch
• Prototype voice variations before committing to a paid service

API example:

curl -X POST http://localhost:8000/generate \
  -H "Content-Type: application/json" \
  -d '{"text": "Stop wasting hours on manual reporting.", "profile_id": "abc123", "language": "en"}'

Install: Desktop apps for macOS and Windows at voicebox.sh, or build from source:

git clone https://github.com/jamiepine/voicebox.git
cd voicebox && make setup && make dev

Docs: GitHub

Other Voice Tools

Voice Tool Comparison

Voice Tool Options by Need

These are options to evaluate, not rankings. Test a short script in two or three tools and judge by ear; check each vendor's current pricing and language list.

Need voiceover for ads?
├── Clone a specific brand voice → options include ElevenLabs, Resemble AI (enterprise/on-premise), Fish Audio, PlayHT
├── Multilingual (same ad, many languages) → options include PlayHT, ElevenLabs
├── Free / open source / local → options include Voicebox
├── Cheap and fast → options include OpenAI TTS
├── Actor-compensated voice licensing → options include WellSaid Labs
└── Real-time / interactive → options include Cartesia Sonic

Workflow: Voice + Video

1. Write ad script (use ad-creative skill for copy)
2. Generate voiceover with ElevenLabs/OpenAI TTS
3. Generate or render video:
   a. Silent video (AI-generated or code-rendered) → layer voice track
   b. Or use Veo/Seedance with native audio (skip separate VO)
4. Combine with ffmpeg if layering separately:
   ffmpeg -i video.mp4 -i voiceover.mp3 -c:v copy -c:a aac output.mp4
5. Generate variations (different scripts, voices, or languages)

Code-Based Video

For templated, data-driven video ads, render video from code instead of prompts. Unlike AI video generators that produce unique video each time, code-based frameworks render deterministic, brand-exact video from templates and data. Two common options are Remotion (React components) and Hyperframes (HTML files). For how they differ and how to pick, see the video skill; for licensing and current features, check each project's docs (remotion.dev, hyperframes.heygen.com).

Best for: Templated ad variations, personalized video, brand-consistent production

Why Code-Based Video for Ads

Ad Creative Use Cases

1. Dynamic product ads Feed a JSON array of products and render a unique video ad for each. Example in Remotion (the same template works as an HTML composition in Hyperframes):

// Simplified Remotion component for product ads
export const ProductAd: React.FC<{
  productName: string;
  price: string;
  imageUrl: string;
  tagline: string;
}> = ({productName, price, imageUrl, tagline}) => {
  return (
    <AbsoluteFill style={{backgroundColor: '#fff'}}>
      <Img src={imageUrl} style={{width: 400, height: 400}} />
      <h1>{productName}</h1>
      <p>{tagline}</p>
      <div className="price">{price}</div>
      <div className="cta">Shop Now</div>
    </AbsoluteFill>
  );
};

2. A/B test video variations Render the same template with different headlines, CTAs, or color schemes:

const variations = [
  {headline: "Save 50% Today", cta: "Get the Deal", theme: "urgent"},
  {headline: "Join 10K+ Teams", cta: "Start Free", theme: "social-proof"},
  {headline: "Built for Speed", cta: "Try It Now", theme: "benefit"},
];
// Render all variations programmatically

3. Personalized outreach videos Generate videos addressing prospects by name for cold outreach or sales.

4. Social ad batch production Render the same content across different aspect ratios:

• 1:1 for feed
• 9:16 for Stories/Reels
• 16:9 for YouTube

Code-Based Workflow for Ad Creative

1. Design the template (or have an AI agent write it)
2. Define data schema (products, headlines, CTAs, images)
3. Feed data array into template
4. Batch render all variations
5. Upload to ad platform

Getting Started

Remotion commands below; for Hyperframes setup, see the video skill.

# Create a new Remotion project
npx create-video@latest

# Render a single video
npx remotion render src/index.ts MyComposition out/video.mp4

# Batch render from data
npx remotion render src/index.ts MyComposition --props='{"data": [...]}'

Choosing the Right Tool

Options by Need

Start from the approach (code-based vs AI generation), then pick a tool. The tools listed are options to evaluate, not rankings: models change quickly, so run the same brief through two or three and compare the output, and check current versions and pricing on each vendor's site.

Need video ads?
├── Templated, data-driven (same structure, different data)
│   └── Code-based video (Remotion, Hyperframes; see the video skill)
├── Unique creative from prompts (exploratory)
│   ├── Dialogue/voiceover in the clip → options include Veo, Kling, Seedance
│   ├── Consistency across scenes → options include Runway
│   ├── Native vertical (9:16) output → options include Veo
│   ├── High volume at low cost → options include Seedance
│   └── Cinematic camera work → options include Higgsfield, Kling
└── Both → AI generation for hero creative, code-based video for variations

Need image ads?
├── Text/headlines in the image → options include Ideogram, Nano Banana Pro
├── Product consistency across variations → options include Flux (multi-reference)
├── Quick iterations on existing images → options include Nano Banana Pro
├── Polished final assets → options include Flux Pro, Midjourney
└── High volume at low cost → options include Flux Klein, Nano Banana

Cost Comparison for 100 Ad Variations

Rough order-of-magnitude estimates to compare approaches, not quotes. Prices change often; verify on each vendor's pricing page before budgeting.

Workflow for Scaled Ad Production

1. Generate hero creative with AI (Nano Banana, Flux, Veo) — high-quality, exploratory
2. Build templates in code (Remotion or Hyperframes) based on winning creative patterns
3. Batch produce variations from data (products, headlines, CTAs)
4. Iterate — use AI tools for new angles, code-based templates for scale

This hybrid approach gives you the creative exploration of AI generators and the consistency and scale of code-based rendering.

Platform-Specific Image Specs

When generating images for ads, request the correct dimensions:

Include these dimensions in your generation prompts to avoid needing to crop or resize.