# LinearB vs Swarmia | Productivity Platform vs. Generic Metrics

> LinearB goes beyond engineering metrics to actually improve your developer experience and productivity.

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Competitors

# LinearB vs. Swarmia

Swarmia customers switch to LinearB because they have high-level visibility, but no way to actively improve their developer productivity.

[Book a demo](https://linearb.io/book-a-demo)
[Start free trial](https://linearb.io/start-free-trial)

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

## Why companies choose LinearB

Swarmia provides useful metrics and Jira reporting. LinearB does too. But LinearB goes much further as an end-to-end engineering productivity platform that actually improves your developer experience, efficiency, and effectiveness.

## Orchestrating and measuring AI workflows

Swarmia helps you visualize basic engineering metrics via a dashboard UI. LinearB gives you control over how AI is applied to your team workflows, quantifies the impact of your AI investment, and ensures your team maintains standards and compliance without getting bogged down by process.

## Developer productivity insights

Swarmia automates financial reporting and project visibility. LinearB does too. These are minimum requirements for engineering intelligence platforms. Companies like IKEA, Expedia, and Adobe choose LinearB over Swarmia because our platform provides deep, quantitative and qualitative insights, the most comprehensive benchmarks (based on 3rd party frameworks used by leading companies), and the automations you need to actually solve problems for your developers.

## Team coaching, forecasting, and executive support

While Swarmia is noodling away on more data visuals, LinearB is giving engineering leaders the ability to forecast project delivery, automate cost capitalization, coach developers, and allocate their resources to deliver better outcomes for the teams that they serve. 

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

| Feature | LinearB | Swarmia |
| --- | --- | --- |
| AI code reviews — Automatically reviews code changes for quality and consistency. | Yes | No |
| Auto PR description — Ensure clear, consistent pull request descriptions automatically. | Yes | No |
| AI retros — Summarizes team retros and data insights in clear, natural language. | Yes | No |
| MCP Server — Boost productivity with natural language tool control. | Yes | Yes |
| Data collection integrations — Collects metadata from DevOps tools like Git, Jira, CI/CD, and collaboration platforms. | Yes | Yes |
| Metrics generation — Computes flow, quality, and productivity metrics like lead time, cycle time, PR velocity. | Yes | Yes |
| Insights & analysis — Delivers actionable insights and analysis from engineering data to uncover inefficiencies or trends. | Yes | Yes |
| Dashboards & reporting — Provides customizable, role-based dashboards to track and visualize key engineering metrics. | Yes | Yes |
| Support for frameworks — Supports recognized frameworks such as DORA, SPACE, DevEx, DXI, and OKRs. | Yes | Yes |
| Benchmarking — Enables performance comparison across teams or against industry standards. | Yes | Limited |
| Workflow automation — Automates engineering processes such as nudging, rebasing, or assigning reviews. | Yes | Limited |
| Real-time prompts & notifications — Sends context-aware alerts to developers (e.g., unreviewed PRs, blocked work, WIP limits). | Yes | No |
| Programmable workflows — Allows custom logic, triggers, and templates to automate team- or org-specific engineering processes. | Yes | No |
| Project forecasting / AI-powered insights — Predicts delivery risk and delay based on historical trends and real-time signals. | Yes | Limited |
| Agentic AI assistants — Includes agents that can automate higher-order tasks like onboarding, sprint planning, or PR triage. | Yes | No |
| Time usage insights — Tracks developer time usage such as focus time, meeting load, and interruptions. | Yes | Yes |
| Goal-tracking & agreements — Supports shared team goals, working agreements, and visualization of goal progress. | Yes | Yes |
| Security & compliance — Meets enterprise requirements like SOC 2, GDPR, redaction controls, and audit logs. | Yes | Yes |
| Flexible deployment options — Offers deployment via SaaS, private cloud, and on-premises to support data sovereignty. | Yes | No |
| Custom metrics & APIs — Supports defining custom KPIs, uploading external data, and exporting via APIs. | Yes | Yes |
| Business alignment metrics — Maps engineering activities to business goals like roadmap delivery, ROI, and initiative tracking. | Yes | Yes |
| Qualitative feedback tools — Collects developer sentiment through surveys and feedback loops (e.g., DX surveys). | Yes | Yes |

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

[Read more](https://linearb.io/customers)

Expedia

“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

[Read more](https://linearb.io/case-studies/survey-monkey)

[Expedia](https://linearb.io/blog/syngenta-and-linearb-six-months-later)

[Expedia](https://linearb.io/blog/building-healthy-culture-and-sdlc-consistency-at-super)

[Expedia](https://linearb.io/customers)

Expedia

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

Alex L.

Senior Engineering Manager

[Read more](https://linearb.io/case-studies/yum)

## The industry perspective

“Next-level recommendations: go beyond dashboards of metrics and insights, to solution fragments, such as patterns, scripts and templates that can be deployed to fix bottlenecks or inefficiencies.”

“Leaders can boost development team productivity by choosing developer productivity insight platforms with developer-focused automation.”

“To realize meaningful gains, leaders require real-time tools that are seamlessly integrated into the developer workflow.”

Market Guide for Developer Productivity Platforms 2025

## The LinearB impact

Enterprises choose LinearB because metrics alone aren't enough. Get the ability to define exactly how code is brought to production.

0

\+ hrs/wk

Time saved per developer using AI and workflow automations

\-

0

%

Reduction in cycle time in the first year

0

\+ actions

Average LinearB automations run per PR

0

M+

Software engineers using LinearB for a better experience

## More resources

[![Cover image for 2026 Software Engineering Benchmarks Report](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Benchmarks_rountable_social_38edcc7b5d?_a=BAVMn6ID0)](https://linearb.io/resources/software-engineering-benchmarks-report)

Report

[2026 Software Engineering Benchmarks Report ](https://linearb.io/resources/software-engineering-benchmarks-report)

Created from a study of 8.1+ M PRs from 4,800 engineering teams across 42 countries.

[![Cover image for Engineering Leader's Guide to Developer Productivity](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Dev_Prod_Guide_743d3ef9ce?_a=BAVMn6ID0)](https://linearb.io/resources/engineering-leader-guide-to-accelerating-developer-productivity)

Guide

[Engineering Leader's Guide to Developer Productivity](https://linearb.io/resources/engineering-leader-guide-to-accelerating-developer-productivity)

Discover how to quantify developer productivity, common blockers, strategies to improve it, and how and when to present dev productivity data.

[![Cover image for Gartner® Market Guide: Developer Productivity Insight Platforms](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Gartner_3_7905feeac9?_a=BAVMn6ID0)](https://linearb.io/resources/gartner-dpi-market-guide)

Guide

[Gartner® Market Guide: Developer Productivity Insight Platforms](https://linearb.io/resources/gartner-dpi-market-guide)

By 2028, 60% of Fortune 500 companies will use developer productivity insight platforms to track developer productivity, up from 15% today. In this guide from...

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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)
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- [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)
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