professionals.ai
All use cases

Use case

AI Agentic

Agents that plan, act and finish the job on your dedicated node.

Build autonomous agents that call tools, browse internal systems and complete multi-step work, with every step logged on hardware reserved for you.

AI Agentic · Feature 01

Tool calling and MCP

Agents reach your databases, ticketing, email and internal APIs through standard tool interfaces. Add a tool by pointing the node at an MCP server or an OpenAPI spec; no connector marketplace, no per-integration fee.

  • Any MCP server or OpenAPI spec becomes a tool
  • Structured outputs validated before they hit your systems
  • Per-tool rate limits and allow-lists

AI Agentic · Feature 02

Long-running workflows

An agent can wait for a reply, a nightly export or a signature and pick up where it left off hours or days later. State is checkpointed on the node, so a restart or an update never loses a job.

  • Durable checkpoints after every step
  • Timers, webhooks and email as resume triggers
  • Retries with back-off, visible in the console

AI Agentic · Feature 03

Approval gates and a full audit trail

Mark any action as requiring a human. The agent pauses, sends the request to chat or email, and continues only after sign-off. Every prompt, tool call and result is logged locally so compliance can replay a decision line by line.

  • Approvals in Slack, Teams, email or the console
  • Immutable local log with export to your SIEM
  • Replay any run step by step

Use cases

Where AI Agentic goes to work.

Deployments customers run today. Each one starts on a single node and grows with the fleet.

Finance

Invoice processing end to end

It is 07:40 and a supplier's PDF lands in accounts-payable. The agent reads it, finds PO-20931, checks that the totals match and posts the entry to the ledger before Rina has finished her coffee. One invoice is €400 over its purchase order, so the agent stops, sends her the two documents side by side and waits. She taps approve; the rest of the run finishes on its own.

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IT

Tier-1 helpdesk agent

Daniel locks himself out at 22:15 the night before a client demo. He messages the helpdesk, the agent checks his identity against the directory, resets the password and confirms the VPN profile is still valid. Five minutes later a second ticket asks for admin rights on a production server. The agent recognises that as outside its runbook and hands it to the on-call engineer with the context already written up.

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Sales

Account research and CRM hygiene

Before Maya's 10:00 call, the agent has read the prospect's last three emails, the meeting notes from spring and the open support tickets, and left a one-page briefing in her inbox. After the call she dictates four sentences. The agent updates the deal stage, logs the next step and books the follow-up, and none of those notes ever leave the company network.

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Procurement

Supplier onboarding

Procurement adds a new packaging supplier on Monday. The agent emails them the document checklist, files each attachment as it arrives, checks the insurance certificate against policy and notices the tax ID does not match the registry. It chases the supplier, waits three days for the corrected form, then hands the buyer a complete file with everything marked verified.

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Also included

Everything in the box

  • Tool calling and MCP

    Connect databases, ticketing, email and internal APIs through standard tool interfaces. No connector marketplace lock-in.

  • Long-running workflows

    Agents pause, wait for data and resume across hours or days. State lives on the node, not in a third-party queue.

  • Approval gates

    Route risky actions to a human before they execute. Approvals happen in chat, email or the fleet console.

  • Full audit trail

    Every prompt, tool call and result is recorded locally so compliance can replay any decision.

Runs on

Supported nodes

AI Agentic runs as agents on these nodes. Models are served from a Node Cluster or an API you choose. Pick a node and deploy it with AI Agentic included.

Compare all nodes
Node One

Dedicated

Node One

Up to 50 Agents at once

one-time purchase25000000

Dedicated · 2U

Node Pro

Up to 250 Agents at once

one-time purchase45000000

Entry

Node Lite

Up to 10 Agents at once

one-time purchase7500000

Dedicated · 8U

Node Cluster

Hosts models up to 405B

one-time purchase750000000