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Custodian Labs vs Biddle

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

Custodian Labs compared with Biddle
DetailCustodian Labs logo Custodian LabsBiddle logo Biddle
What it doesDeploy production-grade AI agents in 2 minutes with built-in PII protection The AI teammate that keeps your product team on the same page
StageNot given MVP
FoundedNot given Not given
Based inNZ US
Pricing modelFreemium Free
PricingBasic (Free): 100k tokens, 1k requests, GPT-6 Luna, email and community support. Starter: $19/month (was $49): 1m tokens, 10k requests, all models with newest first, priority 24/7 support, direct roadmap input, monthly 1:1 product call, free compliance assessment. Custom: contact for enterprise need Free during early access. Paid plans will be a flat team price with low-cost extra seats.
Key features
  • Guardian Layer PII protection with remove, mask, transform or detect options
  • Support for over 100 AI models including OpenAI, Anthropic, Google, Mistral and open-source
  • Build with Python, JavaScript or visual no-code builder
  • Multi-agent routing with specialized agents on different models
  • Tools including web search, Gmail, X, URL scraping and document parsing
  • Built-in knowledge base with automatic retrieval, embeddings and citations
  • Zero infrastructure deployment with hosted endpoint and auto-scaling
  • Session memory included in deployments
  • Bring your own API key or use Custodian-managed models
  • Custom entity types for PII protection
  • Personalized daily briefings for each team member
  • Tracks decisions and links them to code changes
  • Reads GitHub pull requests, commits, reviews, CI, and issues
  • Sends nudges when code drifts from decisions
  • Connects to Linear and Notion for work tracking
  • Links Stripe and Google Analytics data with code changes
  • Every claim has a source link
  • Respects channel privacy in Slack
What makes it different
  • Guardian Layer proprietary PII protection keeps context while protecting sensitive data
  • Deploy production agents in 2 minutes with no infrastructure setup
  • One-line model switching across 100+ models without changing agent logic
  • Complete support agent with knowledge base and memory in 6 lines of code
  • Built-in multi-agent routing for specialized agent teams
  • Maintains a shared record of decisions without manual status updates
  • Each person sees only changes relevant to their work
  • Corrected decisions update everyone's briefing in real-time
  • Designed for teams with AI agents writing most of the code
  • Proactively alerts when important decisions are at risk
Community votes00
DR (Domain Rating by Ahrefs)3 no change since last check18 no change since last check
Trust Flow (Majestic)90
Citation Flow (Majestic)234
Referring domains (Majestic)521

6 details filled in for both companies.

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