# LinearB vs Jellyfish | The best Jellyfish alternative

> AI has accelerated your code output. The bottleneck is now in review, testing, and deployment. Jellyfish has a dashboard for that. LinearB has automation, independent AI code review, and metrics for every level of your org.

_This is a markdown rendering of a live HTML page on linearb.io, generated for AI/LLM consumption — it is not a markdown-only site. To get the full HTML page instead, request this URL with an explicit `Accept: text/html` header (no wildcard, no markdown preference)._

# Jellyfish reports on your engineering org. LinearB improves it.

AI has accelerated your code output. The bottleneck is now in review, testing, and deployment. Jellyfish has a dashboard for that. LinearB has automation, independent AI code review, and metrics for every level of your org.

[Book a 45-min demo](https://linearb.io/book-a-demo)

![jellyfish competitive-hero](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/jellyfish-competitive-hero?_a=BAVMn6ID0)

Customers: SurveyMonkey Logo, Mitratech Logo, Syngenta Logo, INGKA Logo, Silicon Labs Logo, BigID logo, Expedia logo, Peloton logo, Equinix logo, Adobe logo, Vizio logo, Solace logo, Astronomer Logo, Norwegian Cruise Line Logo, Gainwell Logo

## Your teams are shipping more code with AI. Delivery needs to change. 

AI coding tools generate code faster than your review process can handle. Every PR an AI assistant writes needs a human to review, approve, and merge it at the same pace they always have. The bottleneck has shifted downstream. Jellyfish tracks how fast AI is producing code. LinearB automates the bottleneck it creates. gitStream routes PRs, enforces review policies, and triggers test enforcement automatically. Expedia reinvests 2,000 developer hours monthly through 200,000+ PR automations. Yum! Brands automates 321 developer hours per month.

![review and merge 2](https://assets.linearb.io/image/upload/c_fit,w_2560,h_894/f_auto/q_auto/v1/review-and-merge-2?_a=BAVMn6ID0)

## Jellyfish shows you the problem. You still have to fix it manually.

Every Jellyfish insight ends with a dashboard. There is no workflow automation, no policy-as-code engine, no gitStream equivalent. When your cycle time spikes, Jellyfish generates a report. LinearB routes the PR, enforces the review policy, and closes the bottleneck automatically. This is not a product roadmap gap. Jellyfish has existed for years without building an automation engine. It is a deliberate product choice: they are simply a reporting tool.

![Jellyfish shows you the problem. You still have to fix it manually.](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/jellyfish-content-1?_a=BAVMn6ID0)

## Jellyfish measures what AI review agents found. LinearB reviews the code they wrote.

Jellyfish tracks third-party code review agents such as CodeRabbit, GitHub Copilot-Reviewer, Graphite. It reports on what they flagged. It cannot catch what they missed, and it has no mechanism to enforce quality standards independently of the AI that wrote the code. LinearB's AI code review runs as a separate layer. It catches security risks, bugs, performance issues, and spec mismatches before merge regardless of what AI tool generated the code.

![Jellyfish measures what AI review agents found. LinearB reviews the code they wrote.](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/jellyfish-content-2?_a=BAVMn6ID0)

## A platform your engineering managers ignore is half a platform.

Jellyfish is built for your CFO. Adoption drops sharply at the engineering manager and developer level. Jellyfish's own customers report in independent evaluations. LinearB delivers cycle time visibility, bottleneck detection, and workload balancing at the team level. Developers get gitStream automations that remove friction from their daily work. Platform and DevEx leads get survey data and MCP-driven insights.

![A platform your engineering managers ignore is half a platform.](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/jellyfish-content-3?_a=BAVMn6ID0)

## Don't take our word for it.

Enterprises choose LinearB because metrics aren’t enough. Get real-time visibility and developer-first automations to measure and scale AI productivity outcomes.

Expedia

By providing real time visibility, automation, and workflow control, LinearB enables our teams to focus on delivering value, improving developer satisfaction, and continuously optimizing our processes.

Guillermo Manzo

Director DevEx

SurveyMonkey

Every time we run into a new PR problem, we ask: can LinearB automations solve this too? And so far, it's done exactly what we've needed.

Bart Dziekan

Head of Cloud Solutions

Yum

We started comparing the AI-generated retros to our actual sprint progress, and it made us look deeper.

Alex L.

Senior Engineering Manager

## Setting the record straight

Jellyfish's comparison page has a number of false claims regarding LinearB capabilities. We wanted to set the record straight and provide you the real picture.

### Developer Surveys

LinearB has a dedicated Developer Surveys product. Survey developers to capture qualitative feedback, compare perceived productivity to delivery data, and justify DevEx investments to executive leadership.

### Developer Experience

LinearB has a full Developer Experience platform pillar — described as "the control plane for developer experience teams." Includes DevEx dashboard, survey integration, AI adoption tracking, and developer health metrics.

### Security

LinearB never accesses, stores, or scans source code. The platform reads Git metadata only. LinearB's security page navigation reads verbatim: "Enterprise-grade compliance and zero code access." The security FAQ answers this three separate times.

### MCP Server

LinearB's MCP Server connects to Claude, ChatGPT, and other AI clients. Ask natural language questions about your delivery data, get recommendations, and build custom reports without touching a dashboard.

### Compliance

LinearB displays both SOC 1 Type II and SOC 2 Type II compliance badges on its security page, side by side, with the statement: "LinearB is proud to be externally verified as compliant to the following standards."

## Stop buying dashboards. Start helping your developers do more. 

| Feature | LinearB | Jellyfish |
| --- | --- | --- |
| Workflow automation (gitStream) — Automates engineering processes such as nudging, rebasing, or assigning reviews. | Yes | No |
| Independent AI code review — Automatically reviews code changes for quality and consistency. | Yes | No |
| AI tool visibility — A metrics dashboard offering a unified view of both AI and human-driven code delivery. | Yes | Limited |
| Developer experience surveys — Complete the productivity picture through in-platform developer experience surveys. | Yes | Yes |
| DevEx metrics — Supports recognized frameworks such as DORA, SPACE, DevEx, DXI, and OKRs. | Yes | Yes |
| Developer-level daily utility — Developer-level daily utility | Yes | No |
| AI-powered natural language interface — Boost productivity with natural language tool control. | Yes | Yes |
| Resource & investment allocation — Maps engineering activities to business goals like roadmap delivery, ROI, and initiative tracking. | Yes | Yes |
| Delivery forecasting — Predicts delivery risk and delay based on historical trends and real-time signals. | Yes | Yes |
| Cost capitalization — Generate accurate reports for software capitalization to meet financial compliance and reporting needs. | Yes | Yes |
| Executive reporting — Executive reporting | Yes | Yes |
| Self-service configuration — Self-service configuration | Yes | Limited |
| SOC 2 Type II — Meets enterprise requirements like SOC 2, GDPR, redaction controls, and audit logs. | Yes | Yes |
| SOC 1 Type II financial compliance — Meets enterprise requirements like SOC 2, GDPR, redaction controls, and audit logs. | Yes | Yes |
| Source code access — Source code access | Yes | Yes |
| ISO 27001 — Meets enterprise requirements like SOC 2, GDPR, redaction controls, and audit logs. | Yes | Limited |

## Teams that chose LinearB over Jellyfish

"LinearB delivers actionable insights at every organizational level, not just high-level reporting. Custom Metrics builder is a real difference maker."

Chief Technology Officer

"Jellyfish has a wider scope of features but LinearB insights are more structured, actionable, and trustworthy to our team"

"LinearB dashboards are more crisp and dependable for organizing team allocation and reporting"

## FAQs

### Jellyfish claims 9 out of 10 teams choose them after an evaluation. What's LinearB's win rate?

Leading enterprises use LinearB to boost their developer experience with visibility and control over AI, data and workflows. [See our full customer list here.](https://linearb.io/customers)

### What about cost capitalization and financial reporting? Jellyfish seems stronger there.

Jellyfish has a more polished cost cap product today — we say this honestly. If financial allocation views are your primary buying criterion, evaluate both carefully. If you also need workflow automation, independent AI code review, and developer-level utility, the comparison shifts significantly.

### How does LinearB compare on delivery forecasting and scenario planning?

LinearB provides predictive delivery timelines through the APEX Predictability pillar and MCP-powered scenario planning. Jellyfish's forecasting is genuinely strong. For teams where forecasting is the primary criterion, run both demos. If you also need automation and AI code governance, the full APEX framework covers all four dimensions.

### Jellyfish says LinearB accesses our source code. Is that true?

While it reads your Git metadata to generate metrics and workflow insights, your code content is never indexed, transferred, or saved in their database. Any source code temporarily accessed to process metrics is deleted immediately after the initial scan.

### Jellyfish says LinearB has no developer surveys. Do you?

LinearB has a dedicated [Developer Surveys product.](https://linearb.io/platform/developer-surveys) This claim appears on Jellyfish's own comparison page and is factually incorrect. You can run a live demo of the DevEx survey dashboard in your 20-minute call.

### How long does it take to get value from LinearB?

Most teams see gitStream automation running within their first week. The implementation team maps your existing metrics setup and gets you to full value in days. Unlike platforms that require Jira data hygiene before metrics are reliable, LinearB configures to your existing process.

### What happens to our Jellyfish data when we switch?

The implementation team maps your existing setup and gets you to full value in days. Ask us about some of customers who did a smooth rip-and-replace from Jellyfish.

## Start building your holistic improvement strategy today

We'll run gitStream live in front of you — deploy an automation in real time. That's something Jellyfish can't replicate on the spot.

No credit card required · SOC 2 Type II + SOC 1 Type II certified · Code never accessed

## Structured data

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## More on linearb.io

### Top navigation

- [Book a Demo](https://linearb.io/book-a-demo)
- [AI Code Reviews — Catch security risks, bugs, and spec mismatches](https://linearb.io/platform/ai-code-reviews)
- [AI & Productivity Insights — See how AI tools affect cycle time and delivery speed](https://linearb.io/platform/ai-developer-productivity-insights)
- [Measure AI Impact — Track AI adoption and tie it to delivery outcomes](https://linearb.io/use-case/measure-ai-impact)
- [MCP Server — Chat with your data to spot patterns and boost output](https://linearb.io/platform/mcp-server)
- [Resource Allocation — Cost initiatives and shape your investment strategy](https://linearb.io/platform/resource-allocation)
- [Cost Capitalization — Capitalize engineering costs with audit-ready reports](https://linearb.io/platform/cost-capitalization)
- [Dev Team Management — Set targets and tie throughput to business outcomes](https://linearb.io/platform/goals-and-reporting)
- [DevOps Workflow Automation — Policy-based PR routing, approvals, and tests](https://linearb.io/platform/ai-workflow-governance)
- [AI Powered Support — Unify AI and human code delivery in one clear view](https://linearb.io/use-case/ai-powered-support)
- [Optimization — Surface friction with feedback and MCP insights](https://linearb.io/platform/developer-experience)
- [Reporting — Spot what's working and what needs attention](https://linearb.io/use-case/measuring-developer-experience)
- [Surveys — Turn developer feedback into actionable signals](https://linearb.io/platform/developer-surveys)
- [Platform overview](https://linearb.io/platform/overview)
- [Register now](https://linearb.io/event/engineering-productivity-gap)
- [Customers](https://linearb.io/customers)
- [Pricing](https://linearb.io/pricing)
- [Why choose LinearB — Explore your data. Measure performance. Act to improve it.](https://linearb.io/why-linearb)
- [APEX framework — The operating model for AI-era engineering teams](https://linearb.io/resources/apex-framework)
- [Anti-FAQ — The questions other vendors won't answer](https://linearb.io/why-linearb/anti-faq)
- [Security — Enterprise-grade compliance and zero code access](https://linearb.io/security)
- [Build vs. buy — The hidden cost of building it yourself](https://linearb.io/resources/build-vs-buy)
- [Dev Interrupted Podcast — Conversations with engineering leaders](https://linearb.io/dev-interrupted/podcasts)
- [Reports & Guides — Deep dives on productivity and delivery](https://linearb.io/resources)
- [Webinars — Expert sessions on productivity and AI](https://linearb.io/resources?category=workshops)
- [Metrics Benchmarks — See how your engineering org stacks up](https://linearb.io/resources/software-engineering-benchmarks-report)
- [Blog — Product updates and practical insights](https://linearb.io/blog)
- [Help Center — Documentation, setup, and support](https://linearb.helpdocs.io)
- [API Docs](https://docs.linearb.io/api-overview)
- [Status](https://www.linearbstatus.com/)
- [Integrations](https://linearb.io/integrations)
- [LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms](https://linearb.io/resources/gartner-magic-quadrant-dpi-platforms-2026)
- [Sign in](https://app.linearb.io/login)
- [Enterprise](https://linearb.io/solutions/enterprise)
- [Contact](https://linearb.io/contact-us)
- [About us](https://linearb.io/about-us)
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- [Service agreement](https://linearb.io/services-agreement)
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- [DPA](https://linearb.io/data-processing-agreement)
- [Security FAQ](https://linearb.io/security-faq)
- [Substack](https://devinterrupted.substack.com/)

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