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Snorkel AI vs MakeRoll

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Snorkel AI compared with MakeRoll
DetailSnorkel AI logo Snorkel AIMakeRoll logo MakeRoll
What it doesExpert data development for frontier AI AI clip maker that turns long videos into short vertical clips for TikTok, Reels and Shorts
StageEstablished Startup
Founded2019 2026
Based inNot given FR
Pricing modelContact for pricing Not given
PricingNot given Free: 60 credits/month. Creator: €9/month (€108 yearly, save €72); Pro: €17.40/month (€208.80 yearly, save €139.20). All prices include VAT. 1 credit equals 1 minute of source video. Editing and exporting are unlimited and free.
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
  • Text-based editing: edit by modifying the transcript
  • Auto-reframing to vertical format (9:16, 1:1, 16:9)
  • Animated captions with multilingual transcription
  • Caption translation to English, French and Spanish
  • Save and apply templates for consistent branding
  • Direct publishing to TikTok and Instagram
  • Integration with ChatGPT, Claude and Cursor
  • Browser-based with no installation required
  • Background processing on GPU servers
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
  • Whole story clips: every clip carries its own setup and payoff, not cut mid-story
  • Unlimited editing and exporting with no additional cost
  • AI-powered scoring explains why each clip is recommended
  • Launch pricing locked for as long as subscription stays active
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)72 no change since last check1 no change since last check
Trust Flow (Majestic)243
Citation Flow (Majestic)4222
Referring domains (Majestic)231514

5 details filled in for both companies.

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