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Oberik vs Mirio

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 Mirio
DetailOberik logo OberikMirio logo Mirio
What it doesAgent layer for SaaS with grounded answers, sandboxed tools, and per-customer isolation Inbound forms for coding agents
StageNot given MVP
FoundedNot given Not given
Based inNot given US
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. Free during beta: up to 1,000 responses per month
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
  • Customizable React form components
  • Spam filtering and response screening
  • Company enrichment for each response
  • Multi-step forms that save progress
  • Send to Slack, email, webhooks or Postgres
  • Response versioning
  • Read responses from terminal
  • Fit scoring for leads
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
  • Built for coding agents to set up and modify like code files
  • Open source npm package under MIT license
  • Forms live in your site's code, not separate tools
  • Automatic company enrichment on every response
  • No workflow switching needed
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 check1 no change since last check
Trust Flow (Majestic)24
Citation Flow (Majestic)214
Referring domains (Majestic)191

5 details filled in for both companies.

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