A Jellyfish alternative for measuring AI coding work
Different jobs, side by side
| Topic | Jellyfish | CloudByte AI |
|---|---|---|
| Built to answer | Where is engineering effort going, and is delivery on track? | What is AI doing for our engineers, and what does it cost? |
| Primary data | Issue trackers, source control and other engineering systems | Claude Code, Cursor and Copilot sessions from a local agent, plus git commits |
| Prompt-level visibility | Not its focus | Every prompt, session and tool call, per developer and project |
| Token spend attribution | Not its focus | Spend by developer, project and model with live pricing |
| Sensitive prompt alerts | Not its focus | Secrets and PII flagged before prompts leave the machine |
| Setup | Connect your engineering systems | One install line per laptop, live in 10 minutes |
| Pricing | Sales-led; no public prices (priced by seats and modules) | Flat per team, no per-seat fees: Free for up to 5 developers, Starter $50/month and Team $100/month billed annually |
Built to answer
Jellyfish
Where is engineering effort going, and is delivery on track?CloudByte AI
What is AI doing for our engineers, and what does it cost?Primary data
Jellyfish
Issue trackers, source control and other engineering systemsCloudByte AI
Claude Code, Cursor and Copilot sessions from a local agent, plus git commitsPrompt-level visibility
Jellyfish
Not its focusCloudByte AI
Every prompt, session and tool call, per developer and projectToken spend attribution
Jellyfish
Not its focusCloudByte AI
Spend by developer, project and model with live pricingSensitive prompt alerts
Jellyfish
Not its focusCloudByte AI
Secrets and PII flagged before prompts leave the machineSetup
Jellyfish
Connect your engineering systemsCloudByte AI
One install line per laptop, live in 10 minutesPricing
Jellyfish
Sales-led; no public prices (priced by seats and modules)CloudByte AI
Flat per team, no per-seat fees: Free for up to 5 developers, Starter $50/month and Team $100/month billed annually
Choose by the question you need answered
Choose Jellyfish if
You need investment allocation, R&D cost reporting and delivery tracking across the whole engineering organization.
Choose CloudByte AI if
You need to know what Claude Code, Cursor and Copilot are doing for your team, what they cost, and whether prompts are safe.
What you add with CloudByte AI
- 01
Captured at the source
A local agent records Claude Code, Cursor and Copilot sessions as they happen, instead of inferring AI impact from tickets.
- 02
Live in 10 minutes
One install line per developer. No repository configuration and no change to how anyone works.
- 03
Spend you can attribute
Token cost by developer, project and model, billed to your own Anthropic key on the Enterprise plan.
- 04
Governance built in
Sensitive prompt alerts, an audit trail and server-side RBAC from day one.
Use them together
Many teams will run both. Jellyfish reports where effort goes across the organization; CloudByte AI explains the AI work inside that effort, and every metric is available over a REST API to feed the reports you already run.
See how we compare with others
- vs GitHub CopilotMetrics about one assistant vs. metrics about the work every AI tool produces.Read the comparison
- vs CursorOne editor's usage views vs. a layer that measures AI work across every tool.Read the comparison
- vs DevOps Metrics ToolsDelivery metrics from the pipeline vs. the AI sessions behind them.Read the comparison
Comparisons describe each product's primary focus based on publicly available information as of October 2026. Competitor list prices were checked on each vendor's own pricing page in October 2026 and may change. Capabilities change often, so check each vendor for the latest. Product names are trademarks of their respective owners.
See your team's AI work, end to end.
Put CloudByte AI on your own team and see the sessions, spend and commits behind your AI rollout in about 10 minutes.
- Free for up to 5 developers
- 10-minute setup
- Your Anthropic key, your spend (Enterprise)