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 |
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