Features

Everything you need to
operationalize taste

From capturing preferences to deploying them at scale. A complete platform for aesthetic AI.

Preference Elicitation

Capture and quantify human aesthetic judgment

Multi-Modal Input

Capture preferences through questions, reference labels, and pairwise comparisons. Each method builds a richer taste model.

Bradley-Terry Scoring

State-of-the-art preference learning. Convert pairwise comparisons into continuous scores that generalize to new content.

Visual Dimensions

Define preferences across composition, color, mood, technical quality, and custom dimensions you create.

Version Control

Track taste evolution like code

Git-Like Branching

Create branches to explore taste variations. Compare different aesthetic directions without losing progress.

Merge & Rollback

Merge branches to combine perspectives. Rollback to any previous version if you change your mind.

Commit History

Every change is tracked. See how your taste evolved over time with full commit history.

API & Integration

Deploy taste models in production

RESTful API

Simple REST endpoints for creating profiles, evaluating frames, and exporting models. Full OpenAPI documentation.

Real-Time Scoring

Evaluate frames in milliseconds. Score content as it's created, not after the fact.

Secure by Default

Bearer token authentication, rate limiting, and encrypted data at rest. SOC 2 Type II compliant.

Marketplace

Scale annotation with our network

Professional Annotators

Access a vetted network of annotators who understand aesthetic judgment. Quality-controlled with agreement scoring.

Demographic Targeting

Collect diverse perspectives by targeting specific demographics. Age, location, expertise, and more.

Quality Metrics

Monitor inter-annotator agreement, completion rates, and response times. Flag outliers automatically.

Specifications

Built for production

Performance

  • API Response Time<50ms p95
  • Uptime SLA99.9%
  • Rate Limit (Pro)1000 req/min
  • Max Frame Size10MB

Security

  • EncryptionAES-256 at rest
  • TransportTLS 1.3
  • AuthBearer + HMAC
  • ComplianceSOC 2 Type II

Infrastructure

  • RegionsUS, EU, APAC
  • CDNGlobal edge
  • StorageS3-compatible
  • BackupsDaily + PITR

Developer Experience

Simple, powerful API

Get started in minutes with our intuitive REST API

evaluate contentPOST /api/v1/profiles/:id/eval
curl -X POST https://api.commandagi.com/v1/profiles/prof_abc123/eval \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"frame_url": "https://your-content.jpg"}'

# Response
{
  "score": 0.847,
  "confidence": 0.92,
  "dimensions": {
    "composition": 0.89,
    "color": 0.82,
    "mood": 0.85
  }
}

Get Started

Ready to build?

Start capturing and operationalizing taste today.