Agentic Index

Cognition vs Factory (2026)

Devin and Factory are the two most complete autonomous engineering platforms, and Factory is the sleeper. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.

Devin popularized the ticket to pull request teammate and adds Devin Desktop for supervising agents. Factory scores Full on eleven of fourteen axes in our matrix, with role specialized Droids, first class Linear and Jira intake, and model routing per step, from 20 dollars a month.

On the Agentic Index coding agent ranking, neither Cognition nor Factory clears the bar, which asks for all five merge loop capabilities documented in full. Neither documents testing, debugging and optimization in full. 2 of the 65 vendors in the lane clear it. See the coding agent ranking

This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Cognition and Factory are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 956 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded

Choose Cognition if

  • You want the most recognized autonomous engineer with managed onboarding and enterprise support.
  • Devin Desktop's command center consolidates local and cloud agents in one view.
  • In house SWE models plus proven migration case studies fit your workload.

Choose Factory if

  • Breadth of capability: our matrix scores Factory Full on observability, security, testing, and browser use.
  • Tickets are your unit of work, and Droids pull description, criteria, and context straight from Linear or Jira.
  • Model agnostic routing picks the best model per step instead of one fixed provider.
At a glance Cognition Factory
Category Coding agent Coding agent
Entry price Free · Pro $20/mo · Max $200/mo · Teams $80/mo + $40/seat · Enterprise custom Pro $20/mo · Plus $100/mo · Max $200/mo · Teams $60/mo + $40/seat · Business and Enterprise custom
Free / trial Free tier: light agent quota, limited model availability, unlimited inline edits and Tab completions. No free tier; after Standard Usage runs out, a free Droid Core pool of open weight models keeps working on its own rate limits
Pricing confidence public exact public partial
Feature
C
Cognition
F
Factory
Action & orchestration

Integrations & Tool Calling

Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools.

Full / Explicit

Native integrations cover GitHub, GitLab, Bitbucket, Azure DevOps, Slack, Microsoft Teams, Jira, Linear and PagerDuty, and MCP reaches hundreds of other tools and data sources.

Full / Explicit

Workflow Orchestration

Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps.

Full / Explicit

Dynamic workflows are Python scripts that orchestrate a team of Devin agents in stages, in parallel on separate VMs, passing structured results between stages.

Full / Explicit

Triggers & Channel Coverage

How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools.

Full / Explicit

Automations fire on Slack, GitHub, GitLab, Linear, Jira, Pylon, PagerDuty, schedule and webhook events without anyone tagging Devin, and scheduled sessions add recurring work.

Full / Explicit

Automations start Droid on a schedule, a Slack message, a GitHub event or a webhook, and droid exec runs in GitHub Actions on cron.

Knowledge & context

Knowledge Grounding & RAG

Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers.

Full / Explicit

Devin indexes connected repositories into DeepWiki wikis with architecture diagrams and source links that Ask Devin searches for context.

Full / Explicit

AutoWiki keeps a searchable wiki of each repository's architecture, modules and conventions, regenerated on every push.

Memory & State Persistence

Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer.

Partial

Knowledge that Devin suggests and users approve is scoped from one repository up to the enterprise and can be disabled, but no lifetime or purge path is documented.

Partial

Sessions resume across app, CLI, web and mobile, but no memory layer with a stated scope and lifetime is documented.

Control & trust

Human Oversight & Guardrails

Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls.

Full / Explicit

Devin's proposed Knowledge is saved only after a user approves it, AI guardrails can block messages and PR comments before Devin acts, and security profiles apply reusable restrictions.

Full / Explicit

Security, Identity & Governance

RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy.

Full / Explicit

SOC 2 Type II and ISO 27001 are assessed annually by independent auditors, and Enterprise adds SAML and OIDC SSO, IdP group mapping and custom roles for fine grained RBAC.

Full / Explicit

SOC 2 Type II, ISO 27001 and ISO 42001 reports sit in the Trust Center, beside SSO, SCIM, three organization roles and an audit log.

Observability & Auditability

Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior.

Full / Explicit

The session Progress tab shows shell commands, code edits and browser activity step by step after the fact, with Session Insights timelines and guardrail events in audit logs.

Full / Explicit

Each turn exports an OpenTelemetry trace of model calls and tool runs to the customer's collector, and an organization audit log records who did what.

Deployment & Data Residency

Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting.

Full / Explicit

Outposts run Devin sessions on the customer's own VMs, containers, Kubernetes clusters or on premises machines while inference stays in Devin's cloud, and Enterprise adds a Cognition hosted single tenant VPC over PrivateLink.

Full / Explicit

Cloud managed, hybrid and fully airgapped deployment patterns are documented, with an EU pattern and Enterprise data residency, dedicated compute and on premises options named.

Solution readiness

Prebuilt Agents, Templates & Packs

Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value.

Full / Explicit

The Devin official marketplace offers integration plugins bundling skills, rules, hooks, MCP servers and subagents that administrators install or require, alongside reusable playbooks.

Full / Explicit
Platform extensibility

Model Flexibility & Routing

Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys.

Full / Explicit

Users pick among Anthropic, OpenAI, Google, Cognition and open models by flag, command or config default, and Enterprise teams restrict which models are available.

Full / Explicit

Customers pick among hosted models from Anthropic, OpenAI, Google, xAI and Factory, let the Factory Router choose, or bring their own keys and local models under enterprise model policy.

APIs, SDKs & MCP Extensibility

Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems.

Full / Explicit

The Devin API is documented across more than 300 reference pages, with an Outposts API and CLI reference and a CLI plugin format for programmatic control of sessions.

Full / Explicit

Testing, Debugging & Optimization

Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment.

Partial

Devin tests its own changes, Devin Review checks pull requests and Session Insights reviews completed sessions, but no harness to evaluate agent behavior across a suite is documented.

Partial

Agent Readiness, review and QA automations test the customer's repository and code, but no harness evaluates Droid's own behavior.

Specialist automation

Browser & Computer Use

Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone.

Full / Explicit

Each session includes an interactive browser Devin operates for testing and visual verification, with screenshots and videos captured for the user.

Partial

Droid Control, an official plugin, operates terminal CLIs, web apps and Electron apps with clicks, typing and screenshots, on runtime tools the customer installs.

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing
C
Cognition
F
Factory

Entry price

Lowest public entry point

Free · Pro $20/mo · Max $200/mo · Teams $80/mo + $40/seat · Enterprise custom Pro $20/mo · Plus $100/mo · Max $200/mo · Teams $60/mo + $40/seat · Business and Enterprise custom

Pricing confidence

How public the numbers are

Public, exact Public, partial

Billing

Primary billing axis

quota + usage beyond quota hybrid

Variable cost

Workload / overage exposure

High variable cost High variable cost

Free tier / trial

Try before you buy

Free tierTrial
No free tier

Buying motion

Self-serve vs sales call

Self-serve Mixed

Contact us

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