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Oberik vs BrainDog

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

Oberik compared with BrainDog
DetailOberik logo OberikBrainDog logo BrainDog
What it doesAgent layer for SaaS with grounded answers, sandboxed tools, and per-customer isolation A workspace for projects, decisions and money that every agent reads and updates
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFree Free
PricingFree during launch period. Customers pay their LLM provider directly for model usage at provider rates; Oberik does not markup or resell tokens. No credit card required, no usage meters tracked by Oberik itself. Not given
Key features
  • Document-grounded answers with page and quote citations
  • Linux sandbox environment for agent execution
  • Per-customer cost tracking and billing
  • Memory and wiki persistence across sessions
  • Scheduled and recurring work with durability
  • Capability-scoped JWT tokens enforced per-request
  • Support for custom tools and MCP servers
  • Multi-model support with bring-your-own-keys
  • Server-side prompt injection and PII screening
  • SSH dashboard interface for programmatic configuration
  • Connect coding agents via MCP protocol (Claude Code, Cursor and others)
  • Centralized project tracking with decisions and money
  • Audit trail with every change signed and undoable
  • Approval controls for money, deletions and key access
  • Learning system that reduces approval requests after 10 similar actions
  • Team collaboration with email invitations and role-based access
  • Built-in Slash assistant with 20 questions per month on free plan
  • 1,000 automation runs per month on free plan
  • Full data export available anytime
  • Sealed backups every night with secure key storage
What makes it different
  • Hard isolation between customers with no shared state or tenant leakage
  • Citations with document, page and quote provided automatically with every answer
  • Only two API calls needed to integrate grounded AI into any SaaS product
  • Customers never charged by Oberik; direct billing from their own LLM provider keys
  • Works with any agent that speaks MCP protocol, not vendor-locked to one tool
  • Integrates work tracking and financial management in one place agents automatically read
  • Full audit trail and undo capability for every change
  • Learns from agent behavior to reduce approval overhead over time
  • Free tier includes all features with no credit card required
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)1 no change since last check12 +12 (up) since last check
Trust Flow (Majestic)20
Citation Flow (Majestic)210
Referring domains (Majestic)190

4 details filled in for both companies.

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