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CrewAI vs QED Science

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

CrewAI compared with QED Science
Detail CrewAIQED Science logo QED Science
What it doesThe Enterprise Agent Build & Runtime for the work your business runs on Critical Thinking AI for constructive criticism and science evaluation
StageNot given Not given
FoundedNot given Not given
Based inNot given IL
Pricing modelFreemium Freemium
PricingFree plan with 50 workflow executions per month and visual editor. Enterprise plan with custom pricing includes governance, dedicated VPC, and comprehensive support. Not given
Key features
  • Visual editor and AI copilot
  • No-code visual editor, exportable to Python
  • Code-first API built for total control
  • Real-time tracing of every LLM call, tool call, and memory read
  • RBAC and audit with immutable audit trails and Enterprise IAM
  • Human-in-the-loop approval gates and intervention during execution
  • Runtime hooks inject PII redaction and policy checks
  • Automated and human-guided training for continuous improvement
  • Multi-LLM testing for model swapping at runtime
  • GitHub integration
  • Core claim extraction and validation
  • Grant proposal evaluation
  • Personalized research insights feed
  • Validity scoring and contradiction resolution
  • SOC 2 Type II and ISO 27001 compliance
  • Data privacy with no model training on submissions
What makes it different
  • Agentic use case generator powered by billions of agent runs
  • Intelligently guided by 700k agent workflow patterns
  • Control Plane sits in execution path ensuring every agent interaction is observable, compliant, and reversible
  • Every production run turns into training data to sharpen accuracy and save money
  • Only AI platform trained on feedback from thousands of domain experts including Nobel laureates
  • User manuscripts never used for model training or fine-tuning
  • Provides nature-reviewer-level feedback at scale
  • Built by scientists for scientists
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)79 no change since last check33 +1 (up) since last check
Trust Flow (Majestic)3129
Citation Flow (Majestic)5425
Referring domains (Majestic)8286157

4 details filled in for both companies.

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