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Caliber vs Jellyfish

Jellyfish tracks engineering allocation, delivery and AI impact inside R&D. Caliber starts where engineering intelligence stops: every team on the org tree, every seat, key and agent with an owner, and budgets that hold.

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  • Who it is for
    Caliber: Every team on the org tree, engineering or not.
    Jellyfish: Engineering leadership and R&D.
  • Where the numbers hang
    Caliber: On the org chart from your HRIS: HiBob, Shapes, Entra ID.
    Jellyfish: On engineering teams and repositories.
  • Seats, keys and agents
    Caliber: Every seat, API key and agent reconciled to an owner and a team. Unused ones flagged.
    Jellyfish: Not the focus.
  • Budgets
    Caliber: Per person, department and work type. Over budget, the cap is set at the vendor.
    Jellyfish: Reporting, not enforcement.
  • How you ask
    Caliber: In plain language, answered for your position. In the app or over MCP.
    Jellyfish: Dashboards and reports.
  • Where it runs
    Caliber: Your VPC via Helm, outbound 443 only. Prompts never leave.
    Jellyfish: Vendor-hosted, typically.

Jellyfish goes deeper on engineering delivery metrics today. Caliber covers the whole org, ownership and budgets; delivery bottlenecks are on our roadmap.

The Jellyfish column describes the category in general terms, from public positioning as of October 2026, not a feature audit. If something is wrong, write to sales@trycaliber.ai and we will fix it.