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CellaFlow vs Oberik

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

CellaFlow compared with Oberik
Detail CellaFlowOberik logo Oberik
What it doesThe coordination and durability layer for AI agents Agent layer for SaaS with grounded answers, sandboxed tools, and per-customer isolation
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given Free
PricingNot given Free 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.
Key features
  • Durable Replay Recovery
  • RocksDB Local Journaling
  • Fenced Leases
  • Append-only Execution Ledger
  • Zero-Dependency Systems Runtime
  • Hierarchical Sessions & State Reducers
  • 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
What makes it different
  • Prevents duplicate side effects across concurrent agents and retries with fenced idempotency leases
  • Enables deterministic replay recovery without redundant token spend
  • Low latency with 0.31ms marginal engine overhead
  • 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
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 +1 (up) since last check1 no change since last check
Trust Flow (Majestic)12
Citation Flow (Majestic)1421
Referring domains (Majestic)2219

3 details filled in for both companies.

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