Factory AI vs Cursor: autonomy stack or daily editor

Factory and Cursor can both edit a repository, run commands, start background work, and return a pull request. That surface overlap hides the purchase decision. Factory is built around delegating software work to Droids across local and cloud environments. Cursor is built around reading, writing, and reviewing code inside a VS Code-derived editor, with background agents available when a task should leave the foreground.

By the Continuum team. We build a workbench that runs Claude Code, Codex, and their peers, so the model rates quoted here are the ones our own cost analytics ship with.

The short version

Verdict: choose Cursor when the center of the day is still an editor and fast human steering matters. Choose Factory when the team wants Droids as a governed execution layer across specifications, headless runs, persistent computers, and enterprise controls. Cursor wins inline editing, code reading, and a low-friction individual trial. Factory wins long autonomous workflows, deployment choice, centralized policy, and an enterprise program around agent adoption.

What you need to know
  • Cursor is an AI-first editor; Factory is an autonomy platform whose main actor is Droid.
  • Cursor Tab and indexed editor context win the tight edit loop. Factory Specification Mode wins the formal brief, plan, approve, implement loop.
  • Both run remote work. Cursor Background Agents use isolated Ubuntu VMs; Factory offers local agents, BYOM, and managed Droid Computers.
  • Cursor has a free tier. Factory starts at $20/mo and has no public free plan.
  • Factory has the deeper enterprise deployment story, including hybrid and fully airgapped patterns.
  • The best test uses one editing-heavy task and one delegation-heavy task. A single benchmark ticket cannot represent both products.

Verdict and criteria matrix

A buyer should decide which loop deserves first-class treatment. Cursor optimizes the loop where a developer sees the file, accepts or rejects predictions, asks an agent to change a bounded area, and inspects the diff in the same editor. Factory optimizes the loop where a developer or system provides an outcome, Droid plans and executes it, and the organization governs the models, tools, environments, telemetry, and review path around that work.

Product documentation and public plan pages checked 10 August 2026.

CriterionFactory AICursorEdge
Primary productDroid autonomy stackAI-first code editorDepends on the working loop
Inline completionNo comparable editor-native Tab productCursor TabCursor
Formal spec workflowSpecification Mode with approval before editsPlanning through agent prompts and rulesFactory
Interactive local agentDroid CLIEditor Agent and Cursor CLITie
Remote agentDroid Computers, managed or BYOMBackground Agents in isolated Ubuntu VMsDepends on environment policy
Headless automationdroid exec and SDKsBackground Agent API and Cursor CLIFactory for platform depth
Persistent remote machineDroid Computers retain stateBackground Agent environment per taskFactory
Human code-reading surfaceDesktop and CLI review surfacesFull editor, index, diff, navigationCursor
Enterprise deploymentCloud, hybrid, fully airgappedEnterprise controls around Cursor serviceFactory
Price to try$20/mo ProFree HobbyCursor
Individual paid entry$20/mo Pro$20/mo ProTie
Best fitDelegated, governed workDaily coding and steeringDepends on team behavior

The product boundary decides the purchase

Cursor replaces or becomes the primary editor. Its economic claim starts with seconds saved during every coding hour: predictions, multi-file edits, indexed repository context, an agent beside the current buffer, and a review surface already open when the change arrives. Background Agents extend that editor account into asynchronous work, yet the editor remains the anchor.

Factory begins with a software-development agent. Droid runs interactively in the terminal, through a desktop experience, through SDKs, in headless execution, and on connected computers. Factory then sells the organizational layer around those agents: model policy, identity, telemetry, remote execution, deployment options, and workflows that cover planning, implementation, review, and operations.

Question from a buyerAnswer points toward
How much faster can engineers edit and understand code?Cursor
How do we standardize autonomous execution across the organization?Factory
Can we test the product with no purchase?Cursor
Can the runtime operate in hybrid or airgapped infrastructure?Factory
Can an engineer stay in one familiar VS Code-shaped workspace?Cursor
Can policy, models, tools, and telemetry be governed centrally?Factory

This boundary also explains why feature checklists overstate substitution. Cursor can dispatch autonomous background agents, and Factory has interactive developer surfaces. Those capabilities are real. The daily default remains different. Evaluate the default, because teams revert to it after the pilot excitement ends.

Specs, prompts, and the cost of ambiguity

Factory Specification Mode asks for a short feature description, inspects the repository in a read-only planning phase, produces acceptance criteria and an implementation plan, and waits for approval before writing code. Approved plans can be saved under .factory/docs. The workflow is explicit enough to become an organizational artifact and to carry security or testing requirements into implementation.

Cursor can plan inside Agent, use project rules, read indexed code, and execute a multi-file change. Its advantage appears when the specification develops while the engineer reads the code. The developer can highlight a function, ask a question, accept a small change, revise the direction, and keep moving. A formal plan can feel heavy for this class of work.

Task shapeBetter defaultReason
New service with defined acceptance criteriaFactorySpecification approval creates a stable execution contract
Rename and refactor while reading call sitesCursorEditor navigation and Tab keep the correction loop short
Regulated change requiring written evidenceFactoryPlan, policy, telemetry, and deployment controls align
Unclear bug needing exploration with a humanCursorThe engineer can redirect every few minutes
Repeated repository task with a fixed recipeFactoryHeadless runs and reusable agent configuration scale
One-line correction in an open fileCursorDelegation overhead would exceed the work

Local and cloud execution

Both vendors have moved past a simple local-versus-cloud distinction. Cursor foreground work runs in the editor on the developer machine. Its Background Agents clone a GitHub repository into an isolated Ubuntu VM, work on a separate branch, run commands automatically, and push for handoff. Cursor documents that these environments have internet access and require repository permissions, which belongs in a security review.

Factory Droid can run on a developer machine through the CLI. Droid Computers add persistent targets in two forms. BYOM registers a Linux, macOS, or Windows machine the customer manages. Managed Computers are provisioned by Factory and retain files, packages, configuration, services, and process state between sessions. That persistence reduces repeated environment setup and increases the value of careful credential and state management.

Execution needFactoryCursor
Edit against the machine already configuredDroid CLI or BYOMForeground Agent
Run after the laptop closesManaged Droid ComputerBackground Agent
Keep long-lived services and installed statePersistent Droid ComputerRecreate through environment setup
Start from a GitHub repository with little setupManaged Computer after configurationBackground Agent
Use a private network machine the company ownsBYOMSeparate remote-development arrangement
Review beside the working codeDesktop or terminal handoffCursor editor

A startup may prefer Cursor because a GitHub-connected VM is quick to understand. A bank may prefer Factory because deployment and network patterns are part of the product contract. A team with proprietary toolchains may prefer BYOM because the environment already exists. The phrase cloud agent is too broad to settle any of these cases.

Governance and security are different purchases

Factory documents cloud-managed, hybrid, and fully airgapped patterns. Its enterprise material covers SSO and SCIM, model and tool policy, LLM gateways, OTEL signals, auditability, network controls, and deployment inside customer infrastructure. Those capabilities make sense for an autonomy program where agents are an organizational runtime rather than an individual developer preference.

Cursor Teams and Enterprise cover centralized billing, privacy controls, SSO, SCIM at the enterprise level, usage visibility, and product administration. Cursor also publishes the material security conditions of Background Agents: repository access through the GitHub app, code in AWS-hosted isolated VMs, internet access, and automatic terminal commands. That candor makes the tradeoff reviewable.

  • Factory wins when the security architecture requires an approved deployment pattern, customer-controlled gateways, airgapped operation, or a central policy plane for models and tools.
  • Cursor wins when the company already accepts its SaaS and GitHub integration, and the largest adoption risk is disrupting the developer editor.
  • Both require repository controls. Agent permissions, secrets, branch protection, dependency installation, and outbound network access deserve explicit ownership.
  • Neither removes human accountability. A branch produced inside an approved environment still needs evidence and review proportional to its risk.

Security claims should be evaluated against the exact plan and deployment under consideration. An enterprise deployment option says little about a $20 individual account. A privacy toggle says little about an internet-enabled autonomous VM with broad repository access. Build the data-flow diagram for the pilot configuration, then send that diagram through review.

Pricing and usage shape

Factory Pro is $20 a month. Plus is $100 with about five times the standard usage and access to managed Droid Computers. Max is $200 with about ten times the Pro usage and early feature access. Public Teams and Enterprise prices require sales contact. Factory meters standard usage across rolling five-hour, weekly, and monthly windows, then offers a separate Droid Core pool or prepaid Extra Usage when standard capacity runs out.

Cursor lets an individual start on Hobby for free. Its paid individual plans include unlimited Tab completion and a model-inference allowance for agent use. Pro is $20, Pro Plus is $60, and Ultra is $200 on the current documentation. Background Agents are charged at the selected model API rate, and Cursor asks the user to set a spend limit before first use. Team plans add administration and enterprise controls.

Budget questionFactoryCursor
Cost of a credible first test$20$0
Entry paid plan$20 Pro$20 Pro
Heavy individual plan$200 Max$200 Ultra
What consumes allowanceTokens and computer compute across rolling windowsAgent model inference plus separate background use
After included useDroid Core or prepaid Extra UsageBuy additional usage or upgrade
Managed remote computeIncluded by tier, with documented plan conditionsVM compute pricing may become separate

When to pick each

Pick Factory whenPick Cursor when
Droids are becoming a governed company runtimeThe editor remains the center of engineering work
Specs and approval gates should precede implementationRequirements emerge while developers inspect code
Persistent remote environments or BYOM matterA GitHub-connected background VM is sufficient
Hybrid or airgapped deployment is a requirementStandard SaaS deployment passes review
Headless and SDK-based automation is a core workflowInline completion and code navigation carry daily value
Central model, tool, and telemetry policy is fundedIndividual adoption speed matters more than platform standardization

Pick both only when the roles stay distinct. A coherent pairing uses Cursor for reading, editing, and review, then Factory for approved autonomous jobs that run through Droid. An incoherent pairing pays twice for loosely defined agent work and leaves developers guessing where each task belongs.

Migration notes in both directions

Moving from Cursor to Factory changes the center of gravity. Export or rewrite Cursor rules as repository instructions Droid can read. Convert repeated prompt habits into Factory skills or documented workflows. Select a local, BYOM, or managed-computer execution path. Recreate secrets through the approved Factory route. Require Specification Mode on the first large tasks. Keep Cursor available during the pilot because Factory does not replace Tab, editor navigation, or the familiar review loop.

Moving from Factory to Cursor requires a different decomposition. Bring approved specifications into repository docs or issue descriptions. Translate reusable Droid instructions into Cursor rules and project documentation. Replace computer-backed jobs with Background Agents only after their setup scripts, dependencies, repository permissions, and network assumptions pass a dry run. Keep CI automation separate until the Cursor API or CLI workflow has equivalent exit codes, evidence, and spend controls.

01

Inventory workflows, not prompts

List the task trigger, repository, environment, credentials, approval point, required evidence, and final handoff for every recurring agent job.

02

Choose three representative tasks

Use an editing-heavy fix, a spec-heavy feature, and a background maintenance job. The set exposes the real product boundary.

03

Run both with the same acceptance criteria

Record elapsed time, agent cost, human scoping time, human review time, test evidence, and rework.

04

Preserve a rollback route

Keep rules, specs, setup commands, and secret mappings in versioned repository documentation where possible. Avoid a cutover that depends on memory in one vendor account.

05

Move one task class at a time

A successful spec workflow says nothing about inline editing, and a strong Tab week says nothing about autonomous maintenance. Migrate only the class that passed.

Questions people ask

Factory is stronger for governed autonomous workflows, formal specification approval, persistent Droid Computers, and enterprise deployment choice. Cursor is stronger for inline completion, code reading, rapid steering, and review inside the primary editor. The better product depends on which loop consumes more engineering time.

It can replace some agent tasks, especially spec-driven or headless work. It does not replace Cursor Tab, the indexed editor, navigation, or the tight human editing loop. Teams moving to Factory often retain an editor they already like.

Yes. Cursor Background Agents clone a GitHub repository into an isolated Ubuntu VM, work on a separate branch, run commands, and push changes for handoff. They are billed at model API rates and require a spend limit.

Yes. Droid runs through the local CLI, and Factory also supports cloud and local background agents. Droid Computers can be Factory-managed or a Linux, macOS, or Windows machine registered through BYOM.

Cursor is cheaper to test because it has a free tier. Both start at $20 a month for paid individual use, and both have $200 heavy-user tiers. The included products and usage meters differ, so accepted task cost is more useful than plan price alone.

Factory has the broader deployment story, including cloud-managed, hybrid, and fully airgapped patterns plus centralized identity, policy, and telemetry. Cursor can fit an enterprise that accepts its hosted service and values editor adoption. Review the exact plan and data flow.

Yes. A clean split uses Cursor for daily editing and review, then Droid for formal, autonomous, or headless workflows. Define task routing and cost ownership first so overlapping agents do not create duplicate spend and review queues.

Use three tasks: an edit-heavy bug, a feature with written acceptance criteria, and a background maintenance task. Hold acceptance criteria constant and measure agent spend, elapsed time, human scoping, review, rework, and evidence quality.

Sources

Every figure above was read from these pages on August 2026. Vendors reprice without notice; if you find a stale number, tell us.

  1. Factory plans and pricing
  2. Factory Droid CLI overview
  3. Factory Specification Mode
  4. Factory Droid Computers
  5. Factory enterprise overview
  6. Cursor models and pricing
  7. Cursor Background Agents
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