Compare AI agents without mixing up their jobs

Delegate a bounded task or build a controlled multi-step workflow.

Research-based comparison: inspect the named workflow, documented limitations and sources. No SDT output-quality benchmark or overall winner is claimed.

AI AGENTS · DECISION DESK

Build a focused comparison.

Decide whether you want to delegate a task or build a repeatable process. Then compare the tools within that group, with permissions, approvals and recovery treated as core requirements.

Scope: Two separate families: ready-to-use task agents and configured workflow-builder platforms.
Not this comparison: A conversational answer is not proof of action-taking. Builder infrastructure is not comparable with a ready-to-use assistant on one autonomy score.

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4 research snapshots

Documented strengths and limits · no overall winner

AI agents

ChatGPT Work

A delegated deliverable across approved sources, files and tools.

Assessed product: Outcome-based Work tasks in supported cloud/local environments; not the standalone API.

Important limitationAn enabled plugin is not automatically an authorised account connection.

Strengths, limits & plan scope

Documented strengths

Supports multi-step work and reviewable artifacts.
Cloud browser is separate from the user’s personal browser.

Constraints to check

An enabled plugin is not automatically an authorised account connection.
Cloud-browser sign-in is unavailable in Enterprise/Edu according to the current enterprise overview.

Plan: Capabilities depend on plan, region, workspace controls and rollout; do not infer access from a feature list.

Data and rights: Business workspace protections apply under the relevant plan; neither local access nor task completion implies zero retention.

Use ChatGPTChecked 2026-10-24
ChatGPT Work overviewChecked 2026-10-24
BrowserChecked 2026-10-24
ChatGPT Work cloud securityChecked 2026-10-24
PermissionsChecked 2026-10-24

Documentation checked · 2026-10-24
Not an SDT hands-on output-quality test

Official sourceCompare

AI agents

Claude Cowork

Delegated file and connected-tool tasks with a visible task history.

Assessed product: Paid Cowork task execution; current cloud sessions distinguished from legacy local sessions.

Important limitationLocal files, browser and computer access still need the desktop app online.

Strengths, limits & plan scope

Documented strengths

Cloud tasks and schedules can continue without an open laptop.
Connected-folder permissions constrain local-file access.

Constraints to check

Local files, browser and computer access still need the desktop app online.
Screen interactions do not have the same sandbox boundary as file/code tools.

Plan: Available on paid plans; Team/Enterprise surface availability and admin enablement vary.

Data and rights: Connected local files used by a cloud session are processed on Anthropic servers; do not describe this route as local-only.

Get started with Claude CoworkChecked 2026-10-24
Schedule recurring tasks in Claude CoworkChecked 2026-10-24
Use Claude Cowork safelyChecked 2026-10-24
Claude Cowork architecture overviewChecked 2026-10-24

Documentation checked · 2026-10-24
Not an SDT hands-on output-quality test

Official sourceCompare

AI agents

Microsoft Copilot Studio

Governed event-driven workflows in an organisation’s Microsoft environment.

Assessed product: Configured agent and agent-flow platform in Power Platform; not consumer Copilot Chat.

Important limitationRequiring end-user credentials can stop background runs that need live sign-in.

Strengths, limits & plan scope

Documented strengths

Agents can react to configured events and invoke authorised tools.
Authentication policy can distinguish maker and end-user identities.

Constraints to check

Requiring end-user credentials can stop background runs that need live sign-in.
Multistage human/AI approval documentation is labelled preview.

Plan: Verify tenant licensing, environment permissions and chosen connector entitlements; no price or production-readiness assumption.

Data and rights: Maker credentials can expose the maker’s capabilities to users; review identity and least privilege before enabling actions.

Design autonomous agent capabilitiesChecked 2026-10-24
Control maker-provided credentialsChecked 2026-10-24
Multistage and AI approvals in agent flowsChecked 2026-10-24

Documentation checked · 2026-10-24
Not an SDT hands-on output-quality test

Official sourceCompare

AI agents

n8n

A configurable workflow where selected tool calls pause for human review.

Assessed product: Workflow platform with an AI Agent node, connected model/tools and configured human-review steps.

Important limitationThe builder must configure the model, tools, credentials and review routing.

Strengths, limits & plan scope

Documented strengths

Per-tool approval can display the intended tool and parameters.
Cloud and self-hosted operation are distinct deployment choices.

Constraints to check

The builder must configure the model, tools, credentials and review routing.
Workflow editors can run included credentials even when those credentials were not separately shared.

Plan: Gateway model credits are separate from Assistant credits and limited to supported Cloud Starter/Pro nodes; other deployments/services need their own billing setup.

Data and rights: Self-hosting controls the workflow host, not necessarily where a connected model or API processes data. Review every downstream service.

AI Agent nodeChecked 2026-10-24
Human-in-the-loop for toolsChecked 2026-10-24
Host n8nChecked 2026-10-24
Gateway creditsChecked 2026-10-24
Share workflowsChecked 2026-10-24

Documentation checked · 2026-10-24
Not an SDT hands-on output-quality test

Official sourceCompare

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YOUR COMPARISON

Compare the work. Not the hype.

SAME-JOB COMPARISON

Delegate a bounded research-and-file task

The job: Using authorised files and public sources, prepare a vendor brief and draft a follow-up email. Return both for review; do not send messages, buy anything or change source records.

Scroll horizontally to read all selected tools. The rest of the page stays within your screen.

Delegate a bounded research-and-file task · Product scope and constraints are part of each assessment. No overall winner.
Decision criterion	ChatGPT WorkOutcome-based Work tasks in supported cloud/local environments; not the standalone API.	Claude CoworkPaid Cowork task execution; current cloud sessions distinguished from legacy local sessions.
Where the task can keep working	Documented workflow Cloud work can continue independently of the desktop app. Constraint: Local steps still depend on approved device access and workspace configuration. Sources & assessment scope Named product: Outcome-based Work tasks in supported cloud/local environments; not the standalone API. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Use ChatGPTChecked 2026-10-24 ChatGPT Work overviewChecked 2026-10-24	Documented workflow Current cloud tasks and schedules can continue when the laptop is closed. Constraint: Device files, browser or app actions need the connected desktop online; legacy local tasks differ. Sources & assessment scope Named product: Paid Cowork task execution; current cloud sessions distinguished from legacy local sessions. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Schedule recurring tasks in Claude CoworkChecked 2026-10-24 Claude Cowork architecture overviewChecked 2026-10-24
Approval is not blanket access	Documented workflow Sandbox access, app permissions and action review are separate controls. Constraint: Automatic review does not expand filesystem/network permissions or approve every connected action. Sources & assessment scope Named product: Outcome-based Work tasks in supported cloud/local environments; not the standalone API. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. PermissionsChecked 2026-10-24 ChatGPT Work overviewChecked 2026-10-24	Documented workflow Connector permission modes and explicit confirmation before permanent file deletion are documented. Constraint: Computer-use clicks carry different risks from permission-gated file operations; monitor consequential tasks. Sources & assessment scope Named product: Paid Cowork task execution; current cloud sessions distinguished from legacy local sessions. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Get started with Claude CoworkChecked 2026-10-24 Use Claude Cowork safelyChecked 2026-10-24
A practical limitation to check	Documented workflow The cloud browser does not inherit personal tabs, cookies or saved logins. Constraint: Enterprise/Edu website sign-in is not available under the current enterprise overview. Sources & assessment scope Named product: Outcome-based Work tasks in supported cloud/local environments; not the standalone API. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. ChatGPT Work overviewChecked 2026-10-24 BrowserChecked 2026-10-24	Documented workflow Cloud execution is not a local-only privacy mode. Constraint: Files reached through the desktop can be processed on Anthropic servers. Sources & assessment scope Named product: Paid Cowork task execution; current cloud sessions distinguished from legacy local sessions. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Claude Cowork architecture overviewChecked 2026-10-24
Output-quality evidence	Output quality · not scored Not scored — matched testing unavailable. Constraint: Capability documentation does not establish accuracy, reliability or output quality. Sources & assessment scope Named product: Outcome-based Work tasks in supported cloud/local environments; not the standalone API. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. No matched test evidence is recorded for a quality rating.	Output quality · not scored Not scored — matched testing unavailable. Constraint: Capability documentation does not establish accuracy, reliability or output quality. Sources & assessment scope Named product: Paid Cowork task execution; current cloud sessions distinguished from legacy local sessions. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. No matched test evidence is recorded for a quality rating.

SAME-JOB COMPARISON

Build a reviewed inbound-request workflow

The job: Receive a test request, read permitted reference data, draft an update, and require a named human to approve before a record is changed or a message is sent.

Scroll horizontally to read all selected tools. The rest of the page stays within your screen.

Build a reviewed inbound-request workflow · Product scope and constraints are part of each assessment. No overall winner.
Decision criterion	Microsoft Copilot StudioConfigured agent and agent-flow platform in Power Platform; not consumer Copilot Chat.	n8nWorkflow platform with an AI Agent node, connected model/tools and configured human-review steps.
What must be configured	Documented workflow Define event triggers, instructions, tools and decision boundaries. Constraint: This is an operated workflow, not a turnkey promise of safe unsupervised execution. Sources & assessment scope Named product: Configured agent and agent-flow platform in Power Platform; not consumer Copilot Chat. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Design autonomous agent capabilitiesChecked 2026-10-24	Documented workflow Connect a chat model and at least one tool to an AI Agent node. Constraint: The builder owns credentials, tool definitions and error paths; legacy agent-type templates need review. Sources & assessment scope Named product: Workflow platform with an AI Agent node, connected model/tools and configured human-review steps. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. AI Agent nodeChecked 2026-10-24
Before a consequential tool call	Documented workflow Human stages can be configured in agent-flow approval chains. Constraint: The reviewed multistage/AI approval feature is preview; validate a production-supported route before relying on it. Sources & assessment scope Named product: Configured agent and agent-flow platform in Power Platform; not consumer Copilot Chat. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Multistage and AI approvals in agent flowsChecked 2026-10-24	Documented workflow Attach selected tools to a human-review step; approval runs the proposed action, denial cancels it. Constraint: Review routing and tool parameters must be configured correctly; the gate is not automatic for every tool. Sources & assessment scope Named product: Workflow platform with an AI Agent node, connected model/tools and configured human-review steps. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Human-in-the-loop for toolsChecked 2026-10-24
Identity and operations trade-off	Documented workflow Maker credentials and end-user credentials confer different access. Constraint: A policy requiring live end-user sign-in can prevent autonomous/background execution. Sources & assessment scope Named product: Configured agent and agent-flow platform in Power Platform; not consumer Copilot Chat. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Control maker-provided credentialsChecked 2026-10-24	Documented workflow Choose managed Cloud or operate a self-hosted instance. Constraint: Shared-workflow editors can execute included credentials; self-hosting still needs downstream data-flow review. Sources & assessment scope Named product: Workflow platform with an AI Agent node, connected model/tools and configured human-review steps. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. Host n8nChecked 2026-10-24 Share workflowsChecked 2026-10-24
Output-quality evidence	Output quality · not scored Not scored — matched testing unavailable. Constraint: Capability documentation does not establish accuracy, reliability or output quality. Sources & assessment scope Named product: Configured agent and agent-flow platform in Power Platform; not consumer Copilot Chat. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. No matched test evidence is recorded for a quality rating.	Output quality · not scored Not scored — matched testing unavailable. Constraint: Capability documentation does not establish accuracy, reliability or output quality. Sources & assessment scope Named product: Workflow platform with an AI Agent node, connected model/tools and configured human-review steps. Method: Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating. No matched test evidence is recorded for a quality rating.

How to read these assessments Documented workflows, not measured output-quality scores

Research-based workflow comparison, not a hands-on review. Each fact is scoped to a named product surface, plan or documented condition. Unknown does not mean unsupported. No numeric star score is assigned without a defensible same-task rubric and evidence; no cross-category winner or aggregate rating.

Documented workflowSource-backed capabilities and restrictions are facts, not quality stars.

Editorial workflow fitA score appears only with five row-specific anchors and evidence for the named task. Scores are not comparable across different scenarios.

Output qualityNo quality rating is assigned without appropriate comparable evidence. Missing evidence is not evidence of poor quality.

No aggregate score, overall winner or SDT hands-on test is claimed. Check the current product, plan and permissions before starting your own authorised trial.

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Compare AI agents without mixing up their jobs

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ChatGPT Work

Claude Cowork

Microsoft Copilot Studio

n8n

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