Teloa · An AI team, led by you

One person,
leading an
AI team.

You set the goals, delegate work, and make the key decisions.
Your digital colleagues do the work and report back with progress and results.

Organize teams by business and work together in group conversations. Assign one-off tasks or automate recurring work. Keep role expertise with your colleagues and personal judgment with your digital twin.

Explore the product

Control the code · Self-host · Bring your own model

For independent professionals and one-person companies · Explore use cases

Your team’s work, in one place

Explore 15 real screens, starting with the workbench.

Teloa Workbench, in English: assign new tasks, resume work, and review recent progress. Sample data. — **Workbench**Assign new tasks, pick up ongoing work, and review recent progress.

Teloa Needs you, in English: review approvals, missing information, and issues before deciding. Sample data. — **Needs you**Review pending approvals, missing information, and issues. Check the evidence before deciding.

Teloa Automation, in English: schedule recurring work and review owners, deliverables, and run history. Sample data. — **Automation**Schedule recurring work and review its owner, expected deliverables, and run history.

Teloa Conversations, in English: find work conversations and groups in one directory. Sample data. — **Conversations**Find work conversations and groups in one directory, and continue where you left off.

Teloa Group collaboration, in English: manage members, shared resources, and collaboration rules. Sample data. — **Group collaboration**Review group members, add colleagues, and manage shared resources and group rules.

Teloa Colleagues, in English: review responsibilities, current work, and status by business. Sample data. — **Colleagues**Review each colleague’s responsibilities, current work, and status, organized by business.

Teloa Businesses, in English: organize colleagues, knowledge, connections, and pending work. Sample data. — **Businesses**Keep colleagues, knowledge, connections, and pending work with the business they belong to.

Teloa Tasks, in English: review the goal, owner, and status of each task. Sample data. — **Tasks**See each task’s goal, owner, and status. Open it to follow up.

Teloa Capabilities, in English: manage skills, connections, task templates, and extensions. Sample data. — **Capabilities**Manage skills, connections, task templates, and extensions, and check what is ready to use.

Teloa Knowledge, in English: manage reference documents, business scope, and versions. Sample data. — **Knowledge**Review reference documents, their business scope, and versions. Manage what colleagues can cite.

Teloa Marketplace, in English: inspect solution contents and choose roles and methods. Sample data. — **Marketplace**See what a solution includes and choose the roles and working methods you need.

Teloa Settings, in English: manage preferences, models, runtime, web access, and Auto Dream. Sample data. — **Settings**Manage preferences, models, and runtime settings, including web access and Auto Dream.

Teloa My digital twin, in English: review judgment samples, sources, and saved preferences. Sample data. — **My digital twin**Review judgment samples, their sources and status, and choose which personal preferences to keep.

Teloa Auto Dream, in English: review daily summaries, sources, and automatically saved memories. Sample data. — **Auto Dream**Automatically review daily work. Explore summaries, sources, and saved memories.

Teloa About, in English: review the current version, plans, and contact details. Sample data. — **About**Review the current version, plans, and ways to get in touch.

How it works · Organize your AI team by business

Lead your team in one group conversation

You lead the team. Each digital colleague is an agent with a defined role and skills. Assign work, ask for updates, and review results in the group. Decisions that need your input come together in Needs you.

Businesses

Organize work around your businesses

A content studio, a marketing service, or a security operations practice can each have its own roles, knowledge, skills, and tools.

Groups

Work with several digital colleagues together. Mention colleagues to assign, discuss, or hand off work. Tasks keep a record of progress and results.

One-off and scheduled tasks

Assign a task for the work at hand. Turn recurring work into an automation, run on schedule by the colleague you choose.

Projects Planned

Bring tasks, groups, and results together around a shared deliverable. For now, organize work by business and group.

Colleagues, knowledge, and capabilities belong to the businesses that use them. Find them under Businesses in the product.

Set up your colleagues

Choose roles and configure knowledge, skills, and tool permissions. Organize related resources by business.

Delegate and follow up

Describe the work in a conversation or group. Review progress and results. Handle approvals, missing information, and issues in Needs you, or take over yourself.

Keep what works

Save task requirements as templates, automate recurring work, and let Auto Dream organize the lessons from each day.

A task is one piece of work. A template holds requirements you can reuse. Automations run at a daily or weekly time you set; your local service must stay running.

Explore all features

Prepare

Marketplace: Choose roles, skills, and industry solutions, or import a resource package.
Businesses: Group colleagues, resources, tasks, and business dashboards for a line of work.
Colleagues: Define responsibilities and manage status, resources, and permissions.
Knowledge: Store reference documents and manage versions and citations.
Capabilities: Manage skills, connections, task templates, and extensions.

Explore colleague setup

Do the work

Conversations and groups: Delegate work, discuss it, mention colleagues, and share attachments.
Tasks: Keep goals, owners, progress, blockers, and results together.
Automation: Run tasks on a daily or weekly schedule, with a record of every run.

Explore use cases

Follow up

Workbench: Review recent work and anything that needs a follow-up.
Needs you: Handle approvals, missing information, issues, and items to review in one place.

Explore task follow-up

Reflect

Auto Dream: Automatically review work and organize lessons, with sources and memory records.
My digital twin: Discuss ideas, draft on your behalf, and keep a record of preferences you have confirmed.

See how experience is saved

Settings Manage models, plugins, the runtime, web permissions, and Auto Dream schedules for your studio.

Compare with Grok Bot, Manus, and WorkBuddy

Use cases · One-person companies

One-person business. Shared work.

Built for one-person companies: you set the direction, work with clients, and approve deliverables. Your AI colleagues take on research, writing, and analysis.

Content business

Content creation

Run a specialist content channel

Your brief: “Use this week’s industry developments to suggest three story ideas and draft one article.”
Your AI team’s work: A researcher checks the material and sources. A writer proposes headlines and drafts the article. An operations colleague reviews the readership and feedback data you have imported.
Deliverables: Story ideas, an article draft, source references, and a content review.
Your decisions: Which idea to pursue, which views to keep, what to revise, and whether to publish.

Save the brief as a task template and schedule weekly reviews. Keep writing preferences you have confirmed for future work.

These are illustrative use cases. Configure roles and tasks for your business. Data access, publishing, ad placement, and security actions depend on configured connectors and permissions.

See how to configure colleagues

Two kinds of digital roles

Role expertise. Your judgment.

Digital colleagues build working methods around their roles. Your digital twin focuses on you: your experience, preferences, and judgment.

Digital colleagues · Distill role expertise

Keep the know-how of a role

Define a colleague’s responsibilities, deliverables, skills, and knowledge, then set tool permissions. Working methods and experience stay with the role for future tasks.

For example, a researcher keeps methods for synthesizing interviews, checking sources, and writing reports.

Digital twin · Distill your judgment

Keep your experience and judgment

Observe patterns in your approvals, revisions, and corrections, and record examples of your judgment. You decide what is worth keeping.

For example, keep the reasons you approved a proposal or asked for it to be redone.

Here, “distill” means extracting reusable skills and experience through configuration, memories, and judgment samples. It does not mean training model weights. Twin samples are not yet automatically applied to later general conversations.

Meet a research colleague

Example · Product research

Research colleague

Synthesizes interviews, checks sources, and recommends product improvements.

Who does it · Role and responsibilities

Knowledge baseWhat to reference: Product documents, interview notes, and evaluation criteria to inform the analysis.
SkillMethods to reuse: Keep proven methods for interview synthesis, evidence checks, and report writing that colleagues can reuse.
ConnectorsTools to use: Use connections such as MCP to read business data or perform authorized actions.
PermissionsBoundaries to follow: Choose which material colleagues can read and which tools they can use. You confirm actions that require approval.

The task

Find three recurring problems in this week’s interviews.

The result

A list of problems, interview excerpts, and suggested priorities, saved with the task.

Colleagues plan steps around the goal, use existing Skills, and can adapt their approach within the permissions you grant.

Experience and memory · Auto Dream

Turn each day’s work into reusable experience

On a schedule, colleagues review tasks, feedback, and results. They summarize the day, retain sources, and extract useful lessons. You can inspect the sources, manage memories, and withdraw anything that no longer applies.

Example · Research colleague

Your feedback
“Lead with the conclusion and include the original source for every finding.”
The saved lesson
Lead research reports with conclusions and keep source references.
Linked to the original feedback
The next task
The colleague refers to these saved writing requirements when preparing the next report.

Colleagues automatically build role experience. Your twin automatically saves observations of your habits, with the approvals, revisions, and corrections behind them. These observations are private to you.

How memories are used and managed

Auto Dream creates summaries and saves memories automatically, without requiring individual confirmation. You can inspect sources and withdraw content. Memories with unavailable sources or a mismatched business scope are excluded from future tasks. No summary is created without verifiable work evidence.

Read daily summaries on a colleague’s profile and habit observations in My digital twin. Turn Auto Dream on or off and adjust its schedule in Settings. Existing logs remain when it is turned off. Scheduled generation requires the local service to stay running.

Marketplace

Choose roles, skills, and industry solutions

Add a single resource or choose a complete industry solution. Review what it includes before adding it to your business.

Choose one resource

Browse by resource type when a colleague needs an additional method or tool.

AI colleagues: Role responsibilities, with suggested knowledge and skills.
Skills and knowledge: Reusable working methods, manuals, and reference material.
Connectors and task templates: Connect business systems or reuse requirements for a type of work.

Add an industry solution

Industry solutions bring related resources together and describe each colleague’s tasks, knowledge, skills, and tools.

A solution can include

AI colleagues
Skills
Reference material
Connections
Business dashboards
Task templates
Extensions

Check each solution’s contents and choose what your business needs.

Then add your knowledge and permissions

Manage added resources in Colleagues, Capabilities, Knowledge, or Businesses. Templates contain no account credentials. Connect your systems and authorize colleagues before they can use the relevant data and tools.

Explore colleague configuration

Import resources and share your own setup

Import Skills and industry templates from others, or export shareable business configuration as a resource package. Preview the contents first. Business records and account credentials are excluded.

The marketplace is part of Teloa. It currently focuses on browsing the catalog and importing or exporting resource packages.

Core features compared

Lead a team. Run a business.
How do the tools compare?

Build a team, delegate and follow up, schedule recurring work, manage multiple businesses, and keep the lessons you learn.

Reviewed September 23, 2026. “Not verified” does not mean unsupported.Scroll horizontally to see the full comparison.

Six core features compared across Teloa, Grok Bot, Manus, and WorkBuddy
What you want to do	Teloa	Grok Bot	Manus	WorkBuddy
Lead an AI team in a group conversation	Digital colleagues in your groupAssign by name, add requirements, manage members, discuss, and hand off work	Bot group collaborationPersistent roles, mentions, group membership changes, and handoffs [G1] [G2]	Parallel agentsWide Research runs research in parallel; an equivalent group for managing multiple Bots has not been verified [M2]	Expert team collaborationA lead breaks down work, delegates in parallel, and summarizes; selecting another expert through search requires a new conversation [W1]
Delegate work and follow it through to delivery	Track tasks by ownerReview progress, blockers, and results, with items needing your input in one place	Follow up in conversationsCollaborate and hand off in groups, sharing context and results [G2]	Review execution and results by taskKeep task context and execution records, and continue the original task [M1]	Steps and deliverables in the taskReview steps and files; stop, add instructions, or continue [W2]
Have your team run recurring work on schedule	Choose the colleague who runs itAssign one-off tasks and automate recurring work; the local service must stay online	Scheduled work for each BotSave a Skill for a Bot to run on a schedule [G3]	Schedules for tasks and projectsReuse project configuration; continue a task or start a separate run [M1]	Select experts for automationsConfigure schedules, skills, and connectors, and review past runs [W3]
Run several businesses, each with its own team and knowledge	Organize by businessGroup colleagues, skills, knowledge, connections, and business dashboards	Organize by Bots and groupsDivide work by roles and groups; an equivalent business directory has not been verified [G1] [G2]	Organize by ProjectsReuse project instructions, knowledge, skills, and connectors [M3] [M1]	Organize by projectGroup experts, skills, connectors, and project knowledge [W4]
Keep working methods for the next task	Role skills + Auto DreamReuse role methods and automatically collect daily experience; later tasks reference applicable memories	Bot memory + SkillsKeep long-term context and save recurring workflows as skills [G1] [G3]	Projects learn from tasksPropose updates to instructions, knowledge, and skills for reuse after approval [M4]	Automatic memory + SkillsPeriodically extract work experience for automatic reference later; memories can be edited or deleted [W5]
Keep my judgment with a digital twin	A dedicated My digital twinPrivate judgment samples from approvals, revisions, and corrections; not yet automatically applied to general conversations	Equivalent twin not verifiedBot memory is available; this alone does not establish a personal judgment twin [G1]	Equivalent twin not verifiedProject learning is available [M4]	Equivalent twin not verifiedWork experience memory is available [W5]

You lead the team.
Colleagues take on the work.

Teloa brings digital roles, group collaboration, task delivery, and business resources together. Recruit colleagues, assign work in a group, and review the results. Role experience stays with colleagues; personal judgment stays with your twin. You can inspect and manage both.

Comparison scope and official sources

Teloa’s scope here is the personal Web Alpha. Work is currently organized by business, group, and task; project grouping is planned. Twin observations are automatically saved as private samples, but are not yet automatically applied to general conversations.

Grok Bot also supports persistent roles and teams in groups. Manus and WorkBuddy also offer scheduled work, projects, and reuse of experience. This table compares concrete features and workflows. Shared capabilities are not presented as exclusive, and different terminology does not establish a missing feature.

The new-conversation limitation for WorkBuddy refers only to the documented workflow for switching experts through search. Availability otherwise depends on each product’s version, subscription, and configuration. This review uses official documentation, not hands-on testing of paid competitor editions.

Code, data, and permissions

Your code. Your environment.

The open-source core uses the Apache 2.0 license and can be reviewed and modified. The public source release is being prepared. Run the current personal Web edition yourself, keep business material and records in your environment, and set each colleague’s knowledge and tool permissions.

When a model is called, task context and authorized material are sent to the model provider you configure.

Plans and ways to use Teloa

Choose how you work

Self-host, use a professional client, or choose our hosted service.
Organizations can choose a private deployment with centralized operations, security, and auditing.

Free and Pro share the personal core features. Every plan requires your own model service. Model API keys and token usage are not included.

Preview by request · Alpha

Free

Open-source Web

Start here if you want to deploy and maintain it yourself.

Free You cover model and hosting costs

Digital colleagues across businesses
Groups, tasks, and automation
Knowledge, skills, and task templates
Auto Dream and the marketplace
An open-source core you can inspect and modify

For professionals and one-person companies · Planned

Pro

Professional client

Lead your team every day with less setup and maintenance.

The same personal core workflows as Free
Mac client, with an App Store release prioritized
Delegate local files and use quick actions
Officially maintained professional business kits
Backup, recovery, diagnostics, and maintenance tools

Ask about Pro

No deployment, always running · Planned

Cloud

Managed hosting

Start in your browser and keep work running in the cloud.

Use independently in your browser
A runtime maintained by Teloa
Cloud tasks and scheduled runs
Managed backups, exports, and migration
Optionally use alongside Pro

Ask about Cloud

For organizations · Planned

Enterprise

Private enterprise deployment

Deploy an AI team in your organization’s environment with centralized operations and security.

Unified access to multiple harness engines
Distributed deployment
Security, compliance, and permission isolation
Auditable and traceable actions
Enterprise security gateway
SSO, shared colleagues, and enterprise integrations

Ask about Enterprise

The personal, locally hosted Web Alpha is available today. Pro, Cloud, and Enterprise are planned. Pricing, quotas, and full support details will be published before they become available.

Compare plan details

Free, Pro, Cloud, and Enterprise compared. All plans except Free are planned.
Feature	Free	Pro · Planned	Cloud · Planned	Enterprise · Planned
How you use it	Browser	Professional client, Mac first	Browser, optionally alongside Pro	Private enterprise deployment
Runtime environment	Your own computer	Primarily your own computer	A hosted environment managed by Teloa	Your organization’s environment
Colleagues, groups, tasks, and automation	Personal core features	Shared personal core	Shared personal core, run in the cloud	Shared business core with multi-user management
Main additions	Configure and extend it yourself	Local files, quick actions, and maintenance tools	Continuous operation, backups, and managed maintenance	Multiple engines, distributed operation, and enterprise security governance
Harness engine	DSH	The personal core engine	A hosted core engine	Multiple harness engines, connected and managed by business
Distributed deployment	Runs locally	Runs locally	Hosted environment maintained by Teloa	Distributed across multiple nodes in your organization’s environment
Security and compliance	Personal knowledge and tool permissions, with action approvals	The same personal permissions and approvals	Access control in the hosted environment	Organization-wide security and compliance policies, permission isolation, and unified identity
Action auditing	Task and execution records	Task and execution records	Hosted task and execution records	Organization-wide action auditing and traceability
Security gateway	No enterprise gateway	No enterprise gateway	No enterprise gateway	Enterprise security gateway and access policies
Knowledge and capabilities	Community resources, custom resources, imports, and exports	Adds officially maintained business kits	Community resources, custom resources, imports, and exports	Adds internal catalogs and enterprise adaptations
Code and data control	Modifiable open-source core; you manage your data	Local-first; commercial client licensing scope to be specified separately	Work data hosted by Teloa, with a migration path	Customer-controlled environment; commercial source review or customization by contract
What you pay for	Free core; you pay for infrastructure and models	Software fee; model usage separate	Hosting subscription; model usage separate	Software licensing and delivery services; models and infrastructure separate

About us

The founders

Max Luo

Co-founder

Security expert and head of the AI Security and Engineering team at a global financial company.

Morgan Chen

Co-founder

Security expert and head of the AI SOC platform at a global financial company.

FAQ

Before you get started

How is Teloa different from a regular AI chat?

Each AI colleague has its own responsibilities, knowledge, skills, and tool permissions. Assign work in a conversation, then follow the owner, progress, and results. Missing information and pending approvals appear in Needs you, where you can also take over.

How do tasks, task templates, and automations fit together?

A task is a specific piece of work. A template saves its goal, inputs, and delivery requirements for reuse. An automation starts tasks at a daily or weekly time you set. Scheduled tasks stop running when the local service is shut down.

How are Auto Dream memories used?

Colleagues extract lessons from daily work and automatically save them as role memories. Later tasks can reference memories with valid sources and the right business scope. Twin habit observations are also saved automatically as private samples. You can withdraw memories. Discarding a source log prevents linked memories from being used in future tasks. Turning Auto Dream off keeps existing logs.

How do I use marketplace resources?

Choose a role, skill, or task template, or add an entire industry solution. Check its contents and version, then add knowledge, configure connections, and grant permissions on the relevant pages. You can also import resource packages or export your own business configuration. Adding a template does not automatically grant access to tools or knowledge.

Which editions are available now?

The personal Free Web edition runs locally and is in Alpha preview. The Pro client, Cloud hosting, and Enterprise private deployment are not yet available. The public repository is being prepared. Email us to ask about preview access.

Do Free and Pro share the same core features?

They share personal core workflows: digital colleagues, groups, tasks, automation, knowledge, and capabilities. Free is an open-source Web edition you maintain yourself. Pro is planned as a professional client with local system integrations, official business kits, and maintenance tools for professionals and one-person companies using it every day.

Will I need Cloud if I buy Pro?

Pro is planned to work independently on your computer. Cloud is for people who want managed hosting and continuous online operation without deploying the service themselves. Cloud is also planned to work independently in a browser. Cloud services cannot directly access local resources without authorization.

Why an Enterprise edition if I can self-host Free?

Free’s open-source core can be run and modified independently. Enterprise is planned for organizations, with multiple harness engines, distributed deployment, security and compliance, action auditing, and a security gateway, plus SSO, shared colleagues, and enterprise integrations. The delivery scope and services will be agreed in the proposal. Access to commercial component source code and licensing are governed by contract.

Do I need my own model service and runtime?

Yes. No edition includes model API keys or token credits. You bring your own model service and cover its usage fees. The current Free edition uses DeepSeek Harness. Docker and Docker Compose start the application and database together. See the development documentation for the source development environment.

Where is my data sent?

Business records and material are stored locally. Model calls send the relevant task context and authorized material to your configured model provider. When web access is authorized, search queries and fetch requests are sent to the corresponding services. Tool permissions can be configured per colleague.

Can I rely on a colleague’s results without checking?

Review important results. Models can miss information or make incorrect judgments, so verify key details in both text and images. Check the evidence before making important decisions or taking external actions.

Get started with Teloa

The personal Free edition is currently in Alpha preview.

One person,leading anAI team.