Free trial with daily starter allowance. Paid tier: Starter $5 one-time prepaid balance. Pro $30 top-up for $35 balance (+$5 bonus). Max $100 top-up for $125 balance (+$25 bonus). Per-action pricing: local jobs (downloading, transcription, captioning) 1¢ per job; video studio short 2¢; AI voice-over
Key features
Research-grade datasets with rubrics, reviewer guidance, difficulty tiers and eval slices
Custom data development for specific failure surfaces and use cases
Specialized agents built on expert data evaluated in real workflows
Benchmark-grade environments and evaluation harnesses
Provenance tracking with full audit trails for all labeled data
Clipper for extracting 30–60s viral moments with Whisper transcription, AI hook detection and word-by-word captions
Video Studio pipeline assembling shorts from AI scripts, stock footage, AI voices and auto-mixed music
Motion Graphics with AI-composed kinetic typography, stat cards and lower-thirds rendered locally to MP4
AI Video generation from text, images or viral templates using multiple models (Veo, Seedance, Kling, Wan)
Music to Video converting songs into AI-generated pictures with lyric captions
Voice Cloning from 10–30 second audio samples running entirely on-device
Website to Video converting URLs into branded promo videos automatically
Personal assistant sending daily notes on trending content from followed creators with email and Telegram replies
156 MCP tools for Claude Code and Cursor enabling end-to-end video automation via AI agents
What makes it different
Research-driven data lab focused on quality and frontier-hardness rather than volume
Domain-specific benchmarks and evaluation environments built for real-world, high-stakes failures
Research methodology published and peer-reviewed with 200+ papers
Comprehensive data lifecycle from SFT to RL training to evaluation
Open source under AGPL-3.0 with full source code available on GitHub for auditing and self-hosting
Pay-per-use pricing with no subscriptions or auto-renewal, instead of $30–50/month with hidden usage caps
Local processing for downloads, transcription and rendering to keep cloud costs small and speed up workflow
No per-seat licensing for teams and agencies, just prepaid account credits regardless of team size
Snorkel AI
ViralMint