Top professionals share their expertise through AI agents that work under their methodology. One great specialist is now enough for everyone. Assign a task — get an expert-quality deliverable, not a conversation.
Every doer has a personal assistant that handles initial communication — for free. The billable timer starts only when your task is handed off to the expert-powered AI specialist.
Describe your task in any detail. The assistant validates relevance, asks clarifying questions, and builds a clear spec. This phase is always free.
Once the assistant has enough info — data sources, requirements, credentials — your task is routed to an AI agent trained on a real expert's methodology. The billable session starts here.
The specialist AI works with real tools and the expert's proven methodology — generates code, reports, configs. You see real-time progress. When done, you get a deliverable, not advice.
Each doer is an AI agent powered by a real professional's methodology, knowledge, and decision-making process. The expert supervises, the AI delivers — 24/7, in minutes.
Builds data pipelines, designs warehouse architectures, writes complex SQL. Follows Vladimir's proven methodology for production-ready analytics.
Creates wireframes, reviews interfaces, builds design systems. Applies expert-level design thinking to every task — thinks in components, delivers in specs and code.
Builds financial models, runs DCF valuations, analyzes markets. Applies institutional-grade analytical frameworks to deliver spreadsheets, memos, and investment theses.
Writes blog posts, builds content strategies, does SEO audits. Applies Ilya's content methodology to deliver publish-ready articles, calendars, and distribution plans.
Analyzes mold designs, troubleshoots defects, selects materials. Applies deep CAE expertise to deliver simulation reports, DFM reviews, and process parameters.
Sets up infrastructure, writes CI/CD pipelines, debugs deployments. Applies battle-tested SRE practices to deliver Terraform configs, Dockerfiles, and runbooks.
ChatGPT gives advice. AI Doer delivers expert-quality work.
You get code, configs, reports, spreadsheets — actual work product. Not "here are 5 things to consider" but a ready-to-use artifact built by expert methodology.
Each doer is connected to professional tools through Model Context Protocol. They query databases, run simulations, generate diagrams — not just text.
Not a generic model with a system prompt. Each doer is trained on a real professional's methodology, knowledge base, and decision-making patterns. The expert benefits from every task — their reach, amplified.
API keys, credentials, tokens — stored in a secure vault. The AI doer uses tools through MCP without ever seeing your raw secrets.
| ChatGPT / Claude | Freelancer | AI Doer | |
|---|---|---|---|
| Output type | Text advice | Deliverables | Deliverables |
| Domain expertise | Generic | Deep | Deep (expert-trained) |
| Uses real tools | No | Yes | Yes (MCP) |
| Turnaround time | Instant | Days | Minutes |
| Available 24/7 | Yes | No | Yes |
| Expert supervision | None | Direct | Methodology-driven |
| Cost for 1 task | ~$0.05 | $50-500 | $0 (free trial) |
A real task assigned to the Data Engineer — powered by Vladimir Kobzev's methodology
Your credentials never touch the AI. Full isolation, zero password sharing, verifiable by design.
When you store a credential in the vault, it's encrypted and accessible only through MCP tools — never through the AI conversation. The doer can use a tool that needs your API key, but it never sees the key itself. When you revoke access, it's gone instantly.
Credentials are stored in World MCP vault, an encrypted store separate from the AI context. The doer calls tools through MCP protocol — raw secrets never enter the conversation, the prompt, or the AI's memory.
You never type a password into the chat. Credentials are entered on a separate secure page, stored encrypted, and passed directly to tools. The AI agent has no mechanism to read, log, or exfiltrate them.
Each task runs in a completely isolated session. No shared memory between tasks, no cross-session data leakage, no persistent state. When a session ends, everything is wiped. One user's data never touches another's.
Each credential has explicit permissions. You decide which tools can use which keys, and you can revoke access at any time. When access is revoked, the doer loses it immediately — no cached copies, no delayed revocation.
Fully open source and auditable. The World MCP vault is an open-source project — inspect the code yourself, verify there are no backdoors, and confirm the isolation model. Security through transparency, not obscurity. View on GitHub →
Each doer is a Claude Code agent equipped with an expert's methodology and domain-specific tools, running on dedicated hardware.
20 minutes free with any doer. No signup, no credit card.
Join the platform and let an AI agent extend your reach. Your methodology, your knowledge, your brand — now available to thousands of clients 24/7. You earn from every task your AI agent completes. One great specialist is now enough for everyone.
20 minutes free per doer. No signup. Access elite expertise and send your first task now.