For teams evaluating Linear and Lit Factory
Coordinate human plus AI delivery across your existing tools
Linear organizes product development around issues, projects, and planning. Lit Factory connects people, agents, operational knowledge, and work across tools in a shared Floor, so teams can coordinate execution and improve how delivery happens.
Use Linear for the planning workflows your team values. Add Lit Factory to coordinate the wider workflow. Or run task management directly in Lit Factory when its native capabilities cover what your team needs.
Independent comparison by Lit Factory. Reviewed October 7, 2026. Lit Factory is not affiliated with or endorsed by Linear.
You want product planning and execution centered in Linear, with dedicated projects, cycles, initiatives, and issue workflows. Its agents and automation can make that environment more capable without introducing another place to work. Explore Linear.
Your delivery workflow spans coding agents, repositories, discussions, and human decisions. You want a shared place to coordinate that work, preserve context, set the right level of autonomy, and understand what is slowing delivery down. You also want the option to run the enterprise platform on infrastructure you control.
Linear already serves your planning process, while execution happens across other tools and agent sessions. Keep the planning investment. Connect Linear issues to the Floor and coordinate the work around them in Lit Factory.
Linear supports a native agent, delegated third-party agents, reusable skills, and access to external tools. Human owners remain responsible for delegated issues. Linear Agent, AI agents.
Its coding sessions run Claude Code or Codex in managed sandboxes with configurable environments and repository guidance. People can steer sessions and review the resulting changes. Its MCP server also lets compatible external clients work with Linear data. Coding sessions, MCP server.
The useful comparison is how each product brings these capabilities together around your team's work.
Linear
Issues, projects, cycles, and initiatives provide the structure for product development.
Lit Factory
A Floor brings native tasks and connected work into one view of ownership, movement, discussions, and agent participation.
Linear
Delegation, managed coding sessions, and external MCP clients provide several ways to involve agents.
Lit Factory
Keep the coding harness you have already optimized for your workflow. Task autonomy guides how supported connected agents proceed, while you can step in as needed.
Linear
Workspace context, documents, guidance, and integrations support agent and team work. Slack threads can synchronize with issue discussions. Slack integration.
Lit Factory
Discussions and connected work share the Floor with a built-in Brain for sourced operational knowledge. Dynamic channels organize relevant work without maintaining another manual list.
Linear
Insights measures issue flow. Loops runs instructed workflows on schedules or supported events, with Slack and optional MCP connectors. Insights, Loops.
Lit Factory
Optimize reads the movement of connected work and human plus agent contributions. It helps teams investigate delays and offers relevant automation proposals that Light can help put into action.
Linear
Linear operates its hosted service and offers enterprise identity, access, and security controls. Security.
Lit Factory
Enterprise Edition runs on your infrastructure using Kubernetes, with your choice of supported model providers and connected tools. Enterprise Edition.
A coding environment includes the skills, instructions, tools, and habits a developer has refined around real work. Lit Factory lets supported connected agents participate from that environment, while the Floor coordinates the surrounding tasks, decisions, discussions, and review.
Set the task's autonomy to match the work. Collaborate closely when the problem needs judgment. Give the agent more room when the outcome is clear. Step in when direction changes. The aim is to scale the team's craft while keeping taste and responsibility in the workflow.
Connecting an agent to a tracker is useful. Lit Factory combines that connection with task autonomy, shared operational context, and a view of how the whole workflow is moving.
Consider an illustrative workflow: a team keeps its backlog in Linear, develops with its existing coding agents, and discusses decisions in Slack. Implementation moves quickly, but completed work waits for someone to make a review decision.
In Lit Factory, connected issues appear as work on the Floor. The team can inspect the waiting items and their ownership, use Light to investigate the delay, and consider an automation proposal for follow-up. Reviewers make the decision, supported updates return to the connected issue, and subsequent workflow data helps the team judge whether the change helped.
Linear offers automation and workflow analytics too. Lit Factory's proposition is the combination of coordination, context, autonomy, observation, and improvement across the work your team connects.
Lit Factory's Linear integration brings selected teams' or projects' issues onto the Floor. Supported comments, status changes, assignments, and labels synchronize in both directions, so teams can work across the two products without manually maintaining the same task in each place.
You can also create and manage tasks natively in Lit Factory. Those tasks sit alongside the same agent coordination, Brain, discussions, and automation capabilities.
That gives you a practical path to consolidation: begin with the tools you already use, run real workflows on the Floor, and decide whether a separate issue tracker still adds value. Keep Linear where its planning capabilities remain important. Use native tasks where they meet your needs. Consolidation should follow how the team actually works.
6.7×
Merged PRs per development week
Real engineering work showed output rising from about 19 to 127 merged pull requests per full development week across successive phases of agent use, connected workflows, autonomy, and Lit Machine. Planning weeks were excluded. Human review and QA stayed in the workflow.
The team observed a substantial improvement in quality as output increased.
The throughput result is measured; the quality statement is the team's observation. It is not a benchmark against Linear or a forecast for every team. Read the measurement details.
Linear's paid plans use per-user pricing, and some AI workflows consume AI credits. Linear pricing.
For Lit Factory, evaluate the edition and usage model that fits your team. Include connected coding-agent subscriptions, model inference, and infrastructure operations when comparing total cost. A useful comparison asks what it costs to run the workflow and involve the people who need to participate. Lit Factory pricing.
Yes, for teams whose task-management needs fit Lit Factory's native tasks and coordinated workflows. Teams that value Linear's dedicated planning experience can keep it connected.
Yes. Connect Linear work to the Floor and coordinate people, agents, discussions, and supported updates around those issues.
Yes. It offers coding sessions and external agent connections. Compare how each product fits your existing working environment and the workflow around execution.
You can keep supported coding agents and the harnesses your developers already use. Lit Factory coordinates their participation alongside people and connected work; Light also provides native assistance on the Floor.
The published result measures merged-PR throughput in real engineering work. Evaluate your own workflow through a pilot, including useful delivery, review, waiting time, and quality observations.
Bring a real issue, the tools your team uses, and the decisions that slow work down. We can show how Lit Factory coordinates that workflow with Linear in place or with native task management.
Discuss your team's workflowExplore a shared ChatGPT workspace alongside organization-wide workflows on a Lit Factory Floor.
Compare a Droid-centered platform with coordinating the coding-agent environments your teams already use.
Keep your Claude workflow and connect the work to people, other coding agents, and tools across your organization.