Choose ForgeMeter first if...
- Finance wants one AI tooling number each month.
- You run Cursor + Copilot + API keys with fragmented invoices.
- You need a free audit or pilot without an enterprise sales cycle.
Comparison
Jellyfish is engineering delivery analytics. ForgeMeter is an AI usage tracker and spend dashboard for Cursor, Copilot, and LLM APIs. They overlap on Cursor. They do not replace each other.
Missing a tool or feature?
| Capability | ForgeMeter | Jellyfish |
|---|---|---|
| Primary question | What did AI tools cost, and where is waste? | Did AI change how we deliver software? |
| Cursor usage | Spend, tokens, agents via official API | Adoption tied to delivery metrics |
| GitHub Copilot metrics | Core | Partial / partner narrative |
| OpenAI & Anthropic org billing | Admin usage APIs | Not the focus |
| DORA / cycle time | Not primary | Core |
| Free self-serve tier | Yes | Sales-led |
| Time to first insight | Minutes after connecting an API | Typically a longer rollout |
Longer write-up: ForgeMeter vs Jellyfish on the blog. Related: AI usage tracker.
AI measurement is not one category.
For AI spend and coding-tool usage, yes. For DORA, cycle time, and delivery benchmarking, no: that is Jellyfish's core. Many orgs eventually use both: ForgeMeter for invoices and seats, Jellyfish for SDLC outcomes.
Jellyfish has Cursor-oriented adoption and delivery narratives. It is not a unified OpenAI + Anthropic + Copilot seat-and-API spend dashboard. If finance asks what AI tools cost, ForgeMeter is the closer fit.
Buy ForgeMeter first if fragmented Cursor, Copilot, and API invoices are the pain. Buy Jellyfish first if the board question is velocity and you already have an engineering-intelligence program. Start with a free ForgeMeter audit either way.
No procurement cycle required. Connect an official API or generate a free executive audit.
Missing a tool or feature?