Hashmedo Human in the loop · Our flagship product

Give your AI agents a way to ask questions and request approval.

Answer from your phone or browser. Your agent retrieves your response through MCP or API. HASHMEDO keeps the request and your answer.

Try the public beta See how it works

Connect the agents you already run through MCP or API. Web, iPhone and Android access; Spending is available on the web.

HASHMEDO IN ACTION

THE PROBLEM

The job failed. The agent keeps retrying.

Job failsRetriesFails again

It needs a decision.
Keep retrying—or stop and fix it?

Your watchdog agent spots the loop and asks permission to stop ChatBot v1.

Sample recovery story · native iOS screens

Activity, costs and spending

Keep the activity record.
Review the costs and approvals.

Bring reported activity, human decisions and costs together for the agents you already run.

01

Record agent activity.

Keep reported progress, questions, human responses, approvals, errors, and results linked to each agent and job. See what was requested, what was decided, and what happened afterward.

02

Consolidate costs.

See agent-reported costs across jobs in one place. Compare estimates, approved maximums, and actual costs. Track corrections and identify missing costs or amounts above the approved maximum.

03

Approve spending before it happens.

Review the proposed action, estimated cost, and spending maximum. Approve, decline, or decide later. Your agent integration enforces the approved limit; HASHMEDO records your decision and the reported actual cost.

04

Operate connected agents.

Follow job status and reported results. Request cancellation or start and stop connected runtimes where your integration supports those controls. See whether a command is pending or its outcome is confirmed.

MCP or API integration

Connect a request to a recorded answer.

  1. 01

    Connect your agent

    Connect your existing agent through MCP or API. Your code and execution stay in your environment.

  2. 02

    Send the request

    Include the question, context, choices and inputs you need. For spending approval, include the proposed action, estimate and maximum.

  3. 03

    Answer or approve

    The designated person reviews the request and responds from their phone or browser. HASHMEDO records their answer.

  4. 04

    Report the result

    Your agent retrieves the response and reports its progress, result and costs. Keep those reports linked to the job and request.

A spending approval in practice

Approve the action.
Review the reported cost.

See the estimate and spending maximum before you decide. After execution, compare the agent’s reported actual cost with the amount you approved.

Your agent integration enforces the approved action and spending limit. Costs are agent-reported; HASHMEDO does not execute payments or verify provider invoices.

AGENT REQUEST

“Research these 200 companies. Estimated cost: $12. Approve spending up to $15?”

YOUR DECISION

Approve up to $15 · Decline · Later

REPORTED OUTCOME

Research completed. Reported actual cost: $13.40.

Start with one agent

Connect the agents you already run.

Try questions, approvals, activity records and cost reporting with one agent workflow. Create your organization and connect through MCP or API.

See beta setup and downloads ↗
Try the public beta
Reviewing your organization’s AI systems? Explore Hashmedo Governance ↗