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Figwise vs Snorkel AI

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

Figwise compared with Snorkel AI
DetailFigwise logo FigwiseSnorkel AI logo Snorkel AI
What it doesAI Scientific Figure Generator for Papers Expert data development for frontier AI
StageNot given Established
FoundedNot given 2019
Based inNot given Not given
Pricing modelFreemium Contact for pricing
PricingMonthly subscription: Starter $15/mo ($12/mo yearly, save 20%) with 20,400 annual credits (~680 AI figures at $0.21 each); Pro $29/mo ($23/mo yearly, save 21%) with 50,400 annual credits (~1680 AI figures at $0.16 each); Max $59/mo ($45/mo yearly, save 24%) with 126,000 annual credits (~4200 AI figu Not given
Key features
  • Graphical Abstract Maker
  • Visual Abstract Maker
  • Conceptual Framework Generator
  • Theoretical Framework Generator
  • PRISMA Flow Diagram Generator
  • CONSORT Flow Diagram Generator
  • SVG and PNG export
  • Permanent figure library
  • Commercial use license
  • Auto-refund on failed generations
  • 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
What makes it different
  • Generate publication-ready figures in minutes without design software
  • Exact compliance with journal formatting standards and official wording
  • Variable auto-classification for quantitative research
  • Free PRISMA and CONSORT diagram generators
  • Instant editable drafts without opening canvas design tools
  • 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
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)3 +1 (up) since last check72 no change since last check
Trust Flow (Majestic)424
Citation Flow (Majestic)2842
Referring domains (Majestic)382315

4 details filled in for both companies.

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