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Dify vs Vectorize

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

Dify compared with Vectorize
Detail DifyVectorize logo Vectorize
What it doesThe Platform for Production-Ready Agentic Workflows Agent memory that learns from experience
StageEstablished Startup
FoundedNot given 2024
Based inUS US
Pricing modelFreemium Freemium
PricingSandbox (free), Professional ($590/year per workspace), Team ($1,590/year per workspace), and custom Enterprise pricing. Message credits included monthly. Self-hosted: Free, MIT licensed. Hindsight Cloud: Pay-as-you-go with free credits to start. Retain (store memories) $10.00 per million tokens, Recall (retrieve memories) $0.75 per million tokens, Reflect (synthesize patterns) $0.05 per call, Iris Extract (structured extraction) $7.50 per million tok
Key features
  • Workflow Studio - Visual builder for agentic workflows
  • Agent builder - Create agents with skills, tools, and knowledge
  • Knowledge Pipeline - Prepare searchable knowledge bases
  • Marketplace - Explore tools, models, and integrations
  • Multi-deployment options - Cloud, VPC, or self-hosted
  • Publish and monitor - Ship as app, API, or tool
  • Visual execution path - Turn prompt logic into visible workflows
  • Unified workspace - Bring AI stack into one platform
  • Enterprise features - SSO, SAML, RBAC, audit logs
  • Per-user persistent memory with preferences, history and decisions kept separate
  • Cross-session persistence allows context to survive weeks between interactions
  • Fast parallel retrieval in under 100ms through four strategies running simultaneously
  • Works with any LLM without losing learned context when swapping models
  • Learns from mistakes and corrects behavior on repeated problems
  • Automatic pattern detection synthesizes individual facts into consolidated knowledge
  • Conflict detection preserves both old and new states with timestamps when facts change
  • Integrates with 20+ coding agents including Claude Code, Cursor, and Copilot
What makes it different
  • No-code platform that democratizes AI agent development for beginners
  • Deploy from prototype to production without rebuilding the stack
  • Unified workspace for agents, workflows, and knowledge pipelines
  • Enterprise-ready with SSO, RBAC, audit logs, and compliance certifications
  • 94.6% retrieval accuracy on LongMemEval-S, beating next-best system at 74.0%
  • MIT licensed open source with no usage limits, telemetry or restrictions
  • Reflection layer automatically builds judgment and mental models over time without manual tagging
  • Entity resolution handles hundreds of entities with 99.5% query reduction
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 +1 (up) since last check68 +1 (up) since last check
Trust Flow (Majestic)3318
Citation Flow (Majestic)5247
Referring domains (Majestic)63381378

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