Compare·Autonomous software engineer
Continuum
Multi-agent workbench
VS
Devin
Autonomous software engineer

Continuum vs Devin

Buy an autonomous engineer service, or instrument the agents you already pay for. Two different purchases.

Devin (Cognition) is still sold as "the AI software engineer", and by August 2026 it is a suite rather than a single agent: Devin Cloud, a Devin Desktop app, a Devin CLI, Devin Review for pull requests and visual QA, a Windows VM for legacy work, DeepWiki, and an enterprise tier. Its pricing was restructured into plain subscriptions: Free, Pro at $20/mo, Max at $200/mo, and Teams at $80/mo plus $40/mo per full developer seat, with self-serve usage metered as included quota plus on-demand credits and Agent Compute Units surviving only in enterprise order forms. Continuum is not a Devin clone. It is the free workbench that runs the coding agents and subscriptions you already have on machines you control, with plan gates, worktrees, diffs, PRs, live quota gauges, and a local ledger. Continuum loses the "hire an engineer" narrative on purpose. If that framing is what you want, read what Devin actually is first.

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Workflow Monday path Matrix Decide Money FAQ

Updated 2026-08-03 · Mac stable · Win/Linux desktop beta

Choose Continuum when

You want local-first multi-provider agents running on your own Claude and Codex plans, with iPhone approve, multi-account gauges, and repo-level spend, without adding another metered vendor to the card.

Choose Devin when

You want Cognition's product surface end to end: cloud agents, a desktop app with Tab completions, PR review, a Windows VM for legacy stacks, and an enterprise deployment with SSO.

Snapshot adjacent job
Dimension Continuum Devin
Job-to-be-done Instrument multi-provider coding agents Buy an AI software engineer
Primary surface Mac/iOS/web Continuum clients Devin Cloud, Desktop, CLI, Review
Coding depth CLI agents + worktrees + PR panes End-to-end agent engineer workflow
Autonomy Human-gated plan/approve by default High autonomy product positioning
Mobile/ops Native iPhone + Watch · QR/Tailscale pair Devin's own web and desktop paths
Cost/keys BYOK labs · local $ ledger Free tier · $20 Pro · $200 Max
Mac stable · web · iPhone · Watch · Win/Linux desktop beta · free app
01

Autonomous service vs local control plane

In Continuum

Supervised fleet day

10:00

Two worktree sessions on your Mac: Claude implements, Codex hardens the tests. You own the merge and the branch never touches main.

14:00

A plan is ready while you are commuting. Approve it on the Watch, reject the second one, and refine the prompt from the phone composer.

16:30

A long refactor moves to an enrolled Linux box over Tailscale so the laptop can close. Same session, same sidebar, no new invoice.

18:00

The ledger shows spend by repo. Nothing metered by Continuum, just the plans you already pay for, and levers to spend less next week.

In Devin

Autonomous engineer assignment

10:00

Assign the ticket inside Devin. Autonomy, environment, and model choice are Cognition's packaging rather than your configuration.

14:00

Review progress in Devin's surfaces: cloud agent output, Devin Review on the pull request, Slack and Linear threads alongside.

16:30

A legacy Windows job goes to the Devin Windows VM, which is genuinely a thing Continuum does not sell as a product.

18:00

Billing is quota plus on-demand credits on self-serve plans, and ACUs on an enterprise order form. Long autonomous runs are the line item you watch.

02

Monday path

Monday without buying an autonomous engineer SKU

Install, connect, first session - steps you can run the same day.

01

Download Continuum free and attach the Claude and Codex logins you already pay for.

02

Spawn worktree sessions for the tickets you want supervised, so autonomy is a setting rather than a subscription.

03

Use plan mode plus iPhone approve to keep the gate where you want it. Primer: plan mode.

04

Run two providers on one ticket: Claude on the implementation, Codex on the tests, and you pick the merge.

05

Check the Usage ledger for $ and tokens by repo before the weekly window turns into a surprise.

06

Enroll a Linux host over Tailscale if a long run should leave the laptop, on hardware you already own.

07

If you are also evaluating Devin, keep Continuum running as the BYOK control sample so the cost comparison has a baseline.

08

Before any long night run on Max, read the gauges once. Free capacity you already bought beats metered capacity you have not.

How Continuum runs work without being Devin

How Continuum runs supervised multi-agent work

  • Agents are official CLIs on hosts you own: the Mac daemon, or enrolled Linux and Windows agents.
  • Plan mode and mobile approve keep a human in the loop; the diff and PR panes show the work before it merges.
  • Worktree isolation keeps a running fleet off main, and a pre-prompt git checkpoint makes a bad turn a restore.
  • No Continuum markup rides a subscription session. Hosted inference is a separate, explicit plan you opt into.
  • Gauges and analytics answer "what is this autonomy costing?" from local history rather than an invoice next month.
  • Scheduled follow-ups and long-running sessions stay in your registry on your host, not in someone else's queue.
  • Read-only transcript links let a reviewer see exactly what an agent did without handing over the machine.
03

Adjacent autonomy matrix

Cells use product nouns on both sides. Continuum is the multi-provider workbench; they win where their loop is the product.

Capability Continuum Devin
Local-first CLI hostsWhere the agent process runs Mac daemon + enrolled hosts Devin CLI + desktop; cloud-first
Bring Claude Max / ChatGPT plans Core design Model usage billed by Cognition
Autonomous engineer branding Workbench, not Devin Product center
Editor autocomplete + inline edits Not an editor Unlimited Tab, even on Free
Human plan approve on phone Native iPhone + Watch · QR/Tailscale pair Product-specific review UX
Multi-provider fleet sidebarTwo labs on one ticket Claude PTY · Codex ACP · Cursor · Grok · OpenCode… Frontier models inside Devin
Worktree + PR panes Chat · plan · diff · PR · terminal · artifacts Devin Review: PRs + visual QA
Live multi-account gauges Menu-bar 5h + weekly gauges Quota lives in Devin's billing
Local repo $ ledger Local JSONL → $ by repo/provider/day Admin analytics on Teams
Free path to real work Free app · your own plans do the work Free tier with light quota
Legacy Windows / VM workloads Enrolled Windows host via agent Devin Windows VM
Codebase knowledge product Agents read the repo you point them at DeepWiki
Enterprise autonomous staffing narrative Org Continuum path Devin Enterprise, SSO, dedicated deploy
04

Trust boundary and product shape

01 · Product class

Service versus instrument.

Devin sells autonomous engineering as a product, and by 2026 that product includes a desktop app, a CLI, cloud agents, PR review, and DeepWiki. Continuum sells the cockpit for agents you already run. Do not buy Continuum expecting Devin's staffing narrative; do not buy Devin expecting to attach the Claude Max seat you are already paying for.

02 · Trust boundary

Your hosts and your logins.

Continuum defaults to official CLIs on machines you enroll, with transcripts and keys local and a pre-prompt checkpoint before every turn. Devin's value is a managed environment where Cognition owns the runtime. That is a different ops and security story, not a worse one. Weigh it with agent security basics.

03 · Cost shape

Fixed plans you already own, versus metered agent work.

The Continuum app is free and your provider plans stay yours. Devin as of August 2026 is Free, Pro $20/mo, Max $200/mo, and Teams $80/mo plus $40/mo per developer seat, with usage beyond the included quota bought as credits at API pricing and enterprise contracts still denominated in ACUs. Neither model is wrong, but only one of them stops moving when the agent has a busy week.

04 · Where Devin is genuinely ahead

Admit the loss clearly.

Tab completions and inline edits in a first-party editor, a Windows VM for legacy stacks, PR review with visual QA, and an enterprise deployment story with SSO and dedicated support are all Devin product today. Continuum has none of those as SKUs and will not out-Devin Devin.

05 · Supervision

Autonomy is a dial, not a purchase.

Continuum's default is supervised: plan mode never bypasses approvals, worktrees box the blast radius, and the diff pane is where a turn earns its merge. You can loosen that per session. What you cannot do is buy a level of autonomy; you configure it, and the gauges tell you what it cost.

05

Coexistence

Stack recipe

How people run both.

Stack recipe (uncommon but real): some orgs pilot Devin on scoped migrations and long-running tickets while Continuum stays the daily surface for Claude and Codex work on core repos. The honest split is that Devin bills for the model work it does; Continuum runs the plans you already bought and charges nothing to do it. See Claude Code vs Devin for the agent-level comparison underneath both.

Download Continuum Providers
06

Service purchase vs instrument purchase

Continuum

Choose Continuum to instrument your own agents

  • Want local-first multi-provider agents on the plans you already buy.
  • Need iPhone and Watch approve plus multi-account gauges.
  • Prefer human-gated plan and diff review over productized autonomy.
  • Need repo-level $ analytics across Claude and Codex history.
  • Want a free app with no metered agent-hour line item.
  • Want the agent on a box you own, including a Linux host over Tailscale.
Devin

Choose Devin for productized autonomy

  • Want Cognition's AI software engineer as a product, not a workbench.
  • Want Tab completions and inline edits in a first-party editor.
  • Need Devin Review on pull requests or a Windows VM for legacy work.
  • Prefer a managed cloud runtime over enrolling your own machines.
  • Are buying an enterprise deployment with SSO and dedicated support.
  • Are comfortable with quota, credits, and ACU-denominated contracts.
07

What you pay

Continuum

App + your labs

$0 for the app on Mac, web, iPhone, and Watch. Bring your own keys or the Claude and ChatGPT plans you already pay for, and Continuum takes no cut. Optional hosted inference: Plus $25/mo, Max 100 $100/mo, Max 200 $200/mo, Ultra $500/mo.

Devin

Their bill

Devin is subscription-first as of August 2026: Free with a light quota, Pro $20/mo for frontier model access and cloud agents, Max $200/mo for significantly higher quotas, and Teams at $80/mo plus $40/mo per full developer seat with centralized billing and admin analytics. Enterprise is quoted and adds SAML/OIDC SSO and a dedicated deployment option. Self-serve usage is included quota plus on-demand credits at API pricing; Agent Compute Units now appear on enterprise order forms rather than the public rate card.

How to compare

Total cost of work

Different product class: an autonomous engineer service you meter, versus a free multi-provider workbench over subscriptions you already hold.

Devin plans checked 3 August 2026 against their pricing page. Vendors reprice often - if you spot a stale figure, tell us and we will fix it. Continuum never marks up a session it runs under your own login.

Continuum ladder: Free app · Plus $25/mo · Max 100 · Max 200 · Ultra - full pricing. Also analytics, multi-account, devices.

08

Questions

Continuum vs Devin.

Deep dives: docs, providers, sessions.

Free for a light quota, $20/mo for Pro, $200/mo for Max, and $80/mo plus $40/mo per full developer seat for Teams, with Enterprise quoted. Usage past the included quota is bought as on-demand credits at API pricing. The old public Core-plus-ACU rate card is gone from self-serve; ACUs now live in enterprise order forms.

Only for enterprise agreements, where Cognition's docs say customers are billed in Agent Compute Units at the rate set in their order form. Self-serve plans are billed as included quota plus on-demand credits, so the "one ACU is about fifteen minutes of Devin working" framing no longer describes what a Pro or Max subscriber sees.

No. Devin's plans include model access as part of the subscription and meter it as quota, so the frontier model spend goes through Cognition. Continuum is the opposite design: it drives the official Claude Code and Codex CLIs under your own login, and those tokens bill your existing plan with no Continuum markup.

For multi-provider local agent ops with mobile control and cost analytics, yes, it is a real consideration. For Cognition's managed autonomous engineer, PR review product, and enterprise deployment, Devin is a different purchase and Continuum does not replace it.

No. Continuum optimizes supervised multi-agent work: plan gates, worktrees, checkpoints, diffs, and PRs. You can run long unattended sessions on a host you own, but the product is a cockpit with the human in it, not a service that promises to finish the ticket alone.

On your Mac daemon by default, or on Linux and Windows hosts you enroll with the Continuum agent, reachable over Tailscale. Entitled Continuum Cloud accounts can also spawn a managed runner. In every case the agent is the official CLI running under your credentials.

You can leave managed sessions running on a host and steer them from the phone, and scheduled follow-ups exist. The difference is policy: Continuum ships supervision as the default and hands you the dial, whereas Devin sells the autonomous run as the product.

If you already pay for Claude or ChatGPT, Continuum is the cheaper line because the app is $0 and those plans do the work. Devin becomes the better buy the moment you actually want its managed autonomy, PR review, and enterprise controls, which is a different product rather than a pricier version of the same one.

Further reading

Guide

Codex vs Claude Code: two terminal agents compared

Same form factor, opposite defaults on trust and autonomy. And a strong case for running both.

Read guide → Guide

How to run multiple Claude Code sessions in parallel

Two to six agents at once: the isolation, the rate-limit math, and how to review the output without drowning.

Read guide → Guide

AI coding agents in 2026: the landscape, priced

Four categories, a dozen products, one price table. Pick the category first; the product matters less than people think.

Read guide →
Begin

Run your agents
in Continuum.

Free app. Your subscriptions. Optional hosted inference. Mac stable - Windows and Linux desktop are beta.

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vendor-neutral · local-first · multi-device