JUHE API Marketplace

Top Use Cases for Sora 2 API in Ads, Education, and Storytelling

3 min read

Overview

Sora 2 is a powerful media generation model that can transform ideas into richly detailed video clips with synced audio. It works with natural language prompts or images, producing dynamic 10–15-second videos watermark-free. For access, a $10 top-up is required to reach Tier 2.

Core Capabilities:

  • Video from text or image prompts
  • Integrated audio matching the visual scenario
  • Guest Mode with publicly authorized character IDs (@id)
  • Control over aspect ratio: “horizontal” or “vertical”

Pricing:

  • sora-2: $0.20 per clip
  • sora-2-pro: $1.00 per Pro clip

Ads and Marketing

Dynamic Ads Creation

Sora 2 enables marketers to quickly produce engaging ad content tailored to specific audience segments.

  • Use demographic-specific prompts.
  • Test multiple ad creatives in short sprints.
  • Integrate product visuals directly into videos.

Brand Character Integration

Brands can leverage Guest Mode to reference approved character IDs.

  • Maintain narrative consistency across campaigns.
  • Build memorable brand mascots that appear across all media.

Example Prompt:

{
  "model": "sora-2",
  "stream": true,
  "messages": [
    { "role": "user", "content": "@brandid showcasing new fall collection in vibrant street setting, horizontal" }
  ]
}

Education

Visual Learning Modules

Educational developers can create immersive scenes to explain complex concepts.

  • Turn physics problems into step-by-step visual stories.
  • Animate language lessons with synced narration.

Personalized Learning Paths

Tailor content based on student needs.

  • Match storytelling style to learner preferences.
  • Reinforce retention through visual aids.

Example Application: A chemistry platform generating reactions visually so students grasp the process faster.

Storytelling

Interactive Narratives

Writers and game designers can branch out their plots with video segments.

  • Combine audio-visual cues for deeper immersion.
  • Create character-driven stories with dynamic visuals.

Historical Recreation

Sora 2 can reconstruct historical scenes with depth and realism.

  • Bring events to life for education and entertainment.

Example Prompt:

{
  "model": "sora-2-pro",
  "stream": true,
  "messages": [
    {
      "role": "user",
      "content": [
        { "text": "Battle of Marathon reenactment in high detail, vertical", "type": "text" },
        { "image_url": { "url": "https://example.com/historical-scene.png" }, "type": "image_url" }
      ]
    }
  ]
}

Technical Usage

API Structure

All prompts are sent to: v1/chat/completions Place text or image prompts in the content field.

Example Text-to-Video Request:

{
  "model": "sora-2",
  "stream": true,
  "messages": [
    { "role": "user", "content": "A girl walking on the street." }
  ]
}

Example Image-to-Video Request (Pro tier):

{
  "model": "sora-2-pro",
  "stream": true,
  "messages": [
    {
      "role": "user",
      "content": [
        { "text": "A girl walking on the street.", "type": "text" },
        { "image_url": { "url": "https://juheapi.com/cdn/20250603/k0kVgLClcJyhH3Pybb5AInvsLptmQV.png" }, "type": "image_url" }
      ]
    }
  ]
}

Aspect Ratio Control

  • “horizontal” for landscape output
  • “vertical” for portrait output Use this to match platform requirements (YouTube vs TikTok).

Output Quality Options

  • Standard: 10s at 720p
  • Pro: 15s at 1080p

ROI for Startups and PMs

Speed to Market

By generating clips instantly, startups can launch campaigns faster.

Cost Efficiency

Automated content reduces dependence on high-cost production teams.

Experiment-Driven Growth

Rapid testing means less risk when rolling out new ideas.

Industry Examples

Retail Ads

An online fashion store uses Sora 2 to create themed ads weekly, maintaining fresh engagement without costly shoots.

EdTech Platforms

Language learning apps use the API to add culturally rich video scenes to lesson plans.

Independent Creators

Solo storytellers produce high-quality episodes with minimal overhead.

Call to Action

Sora 2 opens up endless creative possibilities. Check it out here: wisdom-gate.juheapi.com/models/sora-2