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Human-in-the-Loop AI

Some AI work should never run unchecked. These systems put people back in the loop at the right moments. Reviewers approve sensitive actions, sample outputs for quality, catch failed runs and step in when the AI is unsure. You get the speed of automation with a clear record of who checked what.

All Human-in-the-Loop Oversight Supervised Agents

Products in this category

  • Grid of small flow-chart nodes and a brass slider representing AI exceptions routed to a person.
    Oversight

    Agent Exception Handler

    Catches technical failures in AI runs, such as errors, timeouts and unusual runs, and routes them for resolution.

    From $4,100 · License $1,450 first year Delivery in 20–30 working days
  • A single dot-network sculpture with a long shadow, representing AI work scored against a quality rubric.
    Oversight

    Agent Quality Control

    Samples and scores output from any of your AI agents against one quality standard.

    From $4,800 · License $1,700 first year Delivery in 20–30 working days
  • Layered brass slider, gear and sync arrows representing a prioritized AI review queue.
    Oversight

    Agent Review Queue

    Gives reviewers one queue for all AI outputs awaiting review.

    From $3,400 · License $1,200 first year Delivery in 20–30 working days
  • Two meshed brass gears and a bridge arc, representing faster AI-assisted approval decisions.
    Oversight

    AI Approval Assistant

    Summarizes what reviewers are approving so decisions are faster.

    From $3,400 · License $1,200 first year Delivery in 20–30 working days
  • An ajar box, a brass tally and a small gear spaced apart, showing only flagged cases pulled aside.
    Oversight

    AI Escalation System

    Escalates uncertain or sensitive AI cases to the right person.

    From $3,400 · License $1,200 first year Delivery in 20–30 working days
  • A curled receipt, dot-network nodes and a flow-node shape in a row, showing agents kept under watch.
    Oversight

    AI Supervisor Agent

    Supervises other AI agents and pauses them when rules are breached.

    From $7,600 · License $2,700 first year Delivery in 20–30 working days
  • A signal tower leaning on a small gear beside a brass dial, showing every action stopped for review.
    Oversight

    Human Approval Workflow

    Standalone approval gate for AI tools we did not build: a person approves, edits or rejects each AI action before it takes…

    From $3,400 · License $1,200 first year Delivery in 20–30 working days
  • Isometric flow nodes, a signal tower and a switch toggle, showing sales drafts waiting on approval.
    Supervised Agents

    Human-in-the-Loop Sales Agent

    Drafts sales actions that a rep approves before anything is sent.

    From $7,600 · License $2,700 first year Delivery in 20–30 working days
  • Isometric brass scale, coin and flag pennant, showing a support reply waiting on approval.
    Supervised Agents

    Human-in-the-Loop Support Agent

    Drafts support replies that an agent approves or edits before sending.

    From $7,600 · License $2,700 first year Delivery in 20–30 working days

When should a person review AI work?

A good rule is to add a review step wherever a mistake would be costly or hard to undo. That covers messages to customers, actions that change records, decisions with legal or financial weight and any case the AI flags as uncertain. These products let you set those checkpoints deliberately, instead of hoping someone notices a problem after it has already happened.

  • Approval before AI actions take effect
  • One review queue for all pending outputs
  • Quality sampling and scoring
  • Routing of failed or unusual runs
  • Escalation of uncertain or sensitive cases

How do the review products fit together?

Human Approval Workflow adds approval steps before actions land, and Agent Review Queue gives reviewers one place to work through them. AI Approval Assistant summarizes each item so decisions are quicker. Agent Quality Control samples and scores outputs over time. Agent Exception Handler and AI Escalation System catch the cases that should not wait in a normal queue. AI Supervisor Agent watches other agents and pauses them when rules are breached.

Two products apply this approach to frontline work. Human-in-the-Loop Sales Agent drafts sales actions for a rep to approve, and Human-in-the-Loop Support Agent drafts replies for a support agent to approve or edit. Your people keep their judgment on every customer touch while skipping the blank page.

Questions buyers ask

Does adding review steps slow everything down?

Some steps will add a pause, which is the point for risky actions. The goal is to review only what needs it. AI Approval Assistant summarizes each item so reviewers decide faster, and Agent Review Queue keeps everything in one place. Routine, low-risk work can keep flowing without waiting for anyone.

What happens when an AI agent breaks a rule?

AI Supervisor Agent watches other agents and pauses them when a rule is breached, so a problem does not keep repeating. The case can then go to a person through AI Escalation System or Agent Exception Handler. The rules themselves are written down in the Scope Card before anything goes live.

Can we keep a record of who approved what?

Yes. Review and approval steps are recorded as part of the workflow, so you can see which output was approved, edited or rejected and by whom. The exact records kept, and where they are stored in your accounts, are listed in the Scope Card for each product.

Guides on this topic

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