Play 49 — Creative AI Studio

Multi-modal creative content generation platform — brand voice-consistent text, DALL-E image generation, cross-platform adaptation (LinkedIn/Twitter/Instagram/Blog/Email), content calendar automation, A/B variation testing, and content safety moderation.

Architecture

Component	Azure Service	Purpose
Text Generation	Azure OpenAI (GPT-4o)	Headlines, copy, blog posts, social posts
Image Generation	Azure OpenAI (DALL-E 3)	Campaign visuals, social media images
Content Safety	Azure Content Safety	Image + text moderation, copyright check
Asset Storage	Azure Blob Storage	Generated images, content archives
Studio API	Azure Container Apps	Content pipeline orchestration
Secrets	Azure Key Vault	API keys, brand configs

📐 Full architecture details

Aspect	Play 36 (Multimodal Agent)	Play 49 (Creative AI Studio)	Play 43 (Video Generation)
Input	Images for analysis	Campaign briefs	Text prompts for video
Output	Structured analysis	Text + images + social posts	Generated video files
Focus	Understanding content	Creating content	Video-specific generation
Brand	N/A	Brand voice consistency	N/A
Platforms	N/A	Multi-platform adaptation	N/A
Variations	Single output	3-5 variations per asset	Single video
Calendar	N/A	Auto content calendar	N/A

DevKit Structure


49-creative-ai-studio/
├── agent.md                              # Root orchestrator with handoffs
├── .github/
│   ├── copilot-instructions.md           # Domain knowledge (<150 lines)
│   ├── agents/
│   │   ├── builder.agent.md              # Pipeline + brand voice + platforms
│   │   ├── reviewer.agent.md             # Brand + safety + copyright
│   │   └── tuner.agent.md                # Temperature + diversity + cost
│   ├── prompts/
│   │   ├── deploy.prompt.md              # Deploy content studio
│   │   ├── test.prompt.md                # Generate sample campaign
│   │   ├── review.prompt.md              # Brand + safety audit
│   │   └── evaluate.prompt.md            # Measure content quality
│   ├── skills/
│   │   ├── deploy-creative-ai-studio/    # Pipeline + brand + DALL-E + platforms
│   │   ├── evaluate-creative-ai-studio/  # Brand fidelity, quality, diversity
│   │   └── tune-creative-ai-studio/      # Temperature, voice, platforms, cost
│   └── instructions/
│       └── creative-ai-studio-patterns.instructions.md
├── config/                               # TuneKit
│   ├── openai.json                       # Text + image model settings
│   ├── guardrails.json                   # Brand voice, forbidden words, safety
│   └── agents.json                       # Platform specs, calendar, A/B config
├── infra/                                # Bicep IaC
│   ├── main.bicep
│   └── parameters.json
└── spec/                                 # SpecKit
    └── fai-manifest.json

Quick Start


# 1. Deploy creative studio
/deploy
 
# 2. Generate sample campaign with variations
/test
 
# 3. Audit brand voice and safety
/review
 
# 4. Measure content quality and diversity
/evaluate

Key Metrics

Metric	Target	Description
Brand Tone Consistency	> 4.0/5.0	Content matches brand voice
Forbidden Word Compliance	100%	No banned words in output
Content Readability	60-80 FK	Accessible reading level
Variation Diversity	< 0.7 similarity	Meaningfully different variations
Platform Compliance	100%	Character limits, hashtags, tone
Cost per Campaign	< $0.50	Text + images + adaptation

Estimated Cost

Service	Dev/mo	Prod/mo	Enterprise/mo
Azure OpenAI	$50	$400	$1,500
Azure Blob Storage	$5	$30	$100
Azure AI Content Safety	$0	$50	$180
Azure Functions	$0	$120	$350
Azure CDN	$5	$40	$120
Cosmos DB	$5	$75	$350
Key Vault	$1	$5	$15
Application Insights	$0	$25	$80
Total	$66	$745	$2,695

Estimates based on Azure retail pricing. Actual costs vary by region, usage, and enterprise agreements.

💰 Full cost breakdown

WAF Alignment

Pillar	Implementation
Responsible AI	Content safety on all assets, copyright filtering, brand compliance
Performance Efficiency	gpt-4o-mini for adaptation, batch generation, cached patterns
Cost Optimization	DALL-E standard quality option, 3 variations default, mini for adaptation
Reliability	Brand voice templates, deterministic formatting, validation
Operational Excellence	Content calendar automation, A/B testing, platform tracking
Security	Content Safety API, Key Vault for secrets, no PII in campaigns

FAI Manifest

Field	Value
Play	`49-creative-ai-studio`
Version	`1.0.0`
Knowledge	F1-GenAI-Foundations, F2-LLM-Selection, R1-Prompt-Patterns, T2-Responsible-AI, T3-Production-Patterns
WAF Pillars	cost-optimization, responsible-ai, performance-efficiency, reliability, operational-excellence
Groundedness	≥ 85%
Safety	0 violations max