Millionasia Technology > AI Insights

From Answers to Ongoing Work: Comparing Seven AI Agents, Including dots and Grok Bot

Compare dots, Grok Bot, Claude, Copilot Cowork, Perplexity Computer, Manus, and Muse. Understand background work, recurring tasks, enterprise platforms, access boundaries, and acceptance criteria.

From Answers to Ongoing Work: Comparing Seven AI Agents, Including dots and Grok Bot

Summarizing this week’s competitor news differs from tracking companies continuously, updating a report, and flagging important changes. The second assignment needs progress, data access, another opportunity to run, and judgment about when to involve a person.

Information collected: October 6, 2026.

Three meanings of ongoing work

A long background task runs toward a defined result. A recurring task repeats work on a schedule. Event-driven or proactive follow-up resumes when information changes or a check reveals something to do. Products may combine these capabilities to different degrees. Running for an hour does not establish month-long continuity, and sending a scheduled report does not prove independent follow-through. Here, ongoing agents describes a set of capabilities rather than a standardized product category.

Seven agents: execution patterns and pilot questions
Product / official sourceHow work continuesSuggested first assignmentBoundary to verify
OpenAI dotsCloud work, context across conversations, and follow-upMaintain a project research briefGradual rollout; local resources still need connectivity
Grok BotPersistent cloud computer, Bot handoffs, and routinesSplit research and assemble a review draftAn account’s Bots share files and sign-ins
Claude / CoworkRecurring remote tasks; Cowork is merging into ClaudeCompile a weekly connected-source briefRollout changes the interface; schedules cannot target local folders
Microsoft Copilot CoworkMultistep and scheduled work in Microsoft 365Prepare meeting materials and follow-up documentsOrganizational access, data permissions, and approvals
Perplexity ComputerBackground research, deliverables, and recurring monitoringUpdate a sourced competitor reportSources, connectors, and usage allowances
ManusSchedules can continue a task or start separately with project contextMaintain a report or dashboardRun continuity and confirmation settings for external actions
Meta MusePersonal agent with small-business skills and connectorsCompile small-business operating informationOfficial availability lists the US and Canada

Claude Cowork and Microsoft Copilot Cowork

Cowork is gradually becoming part of Claude, bringing delegated work and recurring tasks into the same service. Microsoft Copilot Cowork handles multistep work in Microsoft 365, such as preparing meeting materials and follow-up documents. The choice comes down to everyday work: where the information lives, which tools colleagues use, and which steps need a manager’s approval. Trying a familiar assignment tells you more about the fit than a feature list alone.

Running OpenClaw yourself and connecting enterprise workflows

OpenClaw is an option for teams that want to run their own agent. Its Heartbeat periodically wakes the agent to check for work that needs attention. The team also maintains the runtime, model connections, and permissions.

For connecting agents to existing company systems, there are platforms such as Google Gemini Enterprise, Microsoft Copilot Studio, and Salesforce Agentforce. Gemini Enterprise supports long-running tasks and agent management, Copilot Studio can start work when an event occurs, and Agentforce focuses on CRM and business workflows. The budget needs to cover integration and ongoing maintenance as well as subscriptions.

Cloud execution does not make every resource available

Cloud-accessible work may continue while a device is off, but local files, private networks, expired sessions, and human verification can interrupt a workflow. Map data locations, authorization owners, connection failures, and handoff conditions before launch. A messaging connection provides a conversational entry point; it should not be treated as access to all company documents or accounts.

Having an agent organize supplier quotations each day

Consider daily supplier quotation tracking. An agent could check new quotations, update a comparison table, and highlight changes in prices or delivery dates, keeping the source and retrieval time alongside each update. Existing software would handle currency conversion, tax, and totals.

Missing or conflicting information would go to the purchasing team. Inquiry emails, orders, and payment details would follow the company’s approval process. Buyers could open the comparison each morning, see which suppliers have changed their terms, and spend more time negotiating prices and arranging deliveries.

Specify five things when delegating

Define the deliverable, such as the table to maintain; permitted data and accounts; the schedule or changes that justify work; completion, stopping, and handoff conditions; and who receives which evidence. A vague instruction to keep an eye on something can create notification noise, duplicate work, or repeated retries. Shared case identifiers, source versions, and last-processed states make continuation and human handover practical.

Test interruption, duplication, and revoked access

Pilot one reviewable workflow for a week or two. Alongside output quality, introduce expired sessions, changed sources, tool timeouts, duplicate events, and revoked permissions. Check that work is neither missed nor submitted twice, that recovery recognizes completed actions, and that revocation stops access. Measure completion, missed alerts, false alerts, correction time, and cost per accepted result rather than relying on a polished demonstration.

Millionasia’s perspective: make work easy to take over

Ongoing agents let a business delegate a stretch of work. Operational value still depends on connecting websites, apps, CRM, ERP, knowledge systems, and approvals into a traceable process. Begin where inputs are clear, results can be checked, and failures can be handed over. Let agents prepare continuously while people and established systems retain authoritative rules and important decisions, then expand automation with evidence.

Official references

Want to bring this topic into your workflow?

Millionasia can help you review data, design AI adoption points, and integrate LLMs, RAG, back-office systems, permissions, and reports into maintainable web and APP systems.

Contact Us