AI-to-Human Handoff Platform

Escalate legal tasks to verified humans. Automatically.

Your AI handles the workflow until it hits a human-only step. We dispatch real people in the right geography, collect proof, and return structured results.

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Task Types
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Avg. Turnaround
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Proof Required
API
First Design
Simple workflow

How It Works

Step 1

Create a task from the catalog

Choose a standardized SKU — records pickup, certified copy, site photo verification, notary visit, phone chase. Provide required inputs and attachments.

Step 2

Match and dispatch automatically

We recommend the best verified providers by geography, availability, performance, and proof quality. Dispatch runs automatically with timeouts and escalation.

Step 3

Proof and payout, built for legal

Providers submit structured proof — receipts, photos, stamped docs, call logs. Firms approve or auto-accept. Payment releases automatically.

Why Humans For Legal

Built for Legal AI

Human handoff that feels like an API call

  • MCP tools and REST API for search, dispatch, status, and proof retrieval
  • Designed to be invoked by AI agents in legal platforms
  • Deterministic workflows — AI doesn't guess or improvise operations

Proof-first completion

  • Every task has a proof schema
  • Missing proof means the task can't close
  • Audit-friendly timeline for every action

Verified supply without blowing up KYC costs

  • Open signup with progressive anti-spam gating
  • Demand-triggered identity verification only when needed
  • Refundable deposit gate to reduce junk profiles

Automated payments and payouts

  • Firm pays upfront via card or ACH
  • Platform holds by delaying transfers until completion
  • Automated payouts to providers after acceptance
Task catalog

What You Can Delegate

Real-world execution for legal operations, dispatched and verified automatically.

Mass Tort

Mass tort ops that require real-world execution

Courthouse certified copy retrieval

AI identifies missing certified copies needed for claim packaging. We dispatch a verified runner to the courthouse to retrieve the certified copy.

Proof
Receipt, stamped document photos, pickup confirmation, time/location metadata

Medical provider records pickup

Records are delayed or not released digitally. A local provider picks up records, scans them, and uploads a structured packet to the matter.

Proof
Provider receipt, scan bundle, chain-of-custody checklist

Persistent records chase calls

A human caller contacts providers repeatedly, logs outcomes, and escalates blockers — authorization form needed, fee required, wrong department.

Proof
Call logs, outcome codes, contact confirmations

Personal Injury

PI workflows that unblock settlement and demand packages

Incident site photo verification

AI needs real-world confirmation of an address, signage, or hazard. A human captures geotagged photos and uploads them with a checklist.

Proof
Geotagged photos, timestamp, route/arrival confirmation

Police report pickup coordination

A police department requires in-person request or specific pickup windows. We dispatch a local runner to retrieve the report.

Proof
Receipt, report scan, pickup confirmation

Notary visit scheduling

Client needs a notarized affidavit quickly. We match a verified notary to the client location and collect proof of notarization.

Proof
Notary stamp photo, signed affidavit scan, appointment confirmation

Social Security Disability

SSD representation tasks that demand persistence and document collection

Work history verification follow-up

Human agent confirms missing employment details, obtains verification documents where possible, and uploads structured summaries.

Proof
Call logs, collected documents, verification summary

Medical records chase coordination

Providers require specific releases. Human coordinates correct forms, fees, and status updates until records are received.

Proof
Status logs, received record packet, fee receipts

Forms assembly and completeness check

Human assembles and double-checks non-legal portions of SSD packets to ensure required fields and attachments are present.

Proof
Checklist completion, assembled packet files, metadata
Enterprise-ready

Trust & Compliance

Identity & Quality

  • Provider identity verification via secure third-party verification (demand-triggered)
  • Progressive gating: email/phone verification, bot controls, profile completeness, refundable deposit
  • New-provider throttles: limit concurrent tasks until first successful completions
  • Performance scoring: completion rate, proof quality, responsiveness, no-show rate

Data Handling

  • Least-privilege access to attachments (time-limited links)
  • Audit logs for every status change and artifact submission
  • SKU-level disallowed actions enforced (no legal advice, no unauthorized filings)
Developer-first

MCP/API Integration

Built for AI agents and legal platforms. Six endpoints, structured I/O, done.

Available Endpoints

search_supply · Find verified humans near a location
recommend_supply · Ranked recs with explainable scores
create_task · Generate a task from SKU + matter context
dispatch_task · Auto-assign with timeouts and escalation
get_task_status · Poll or webhook for updates
retrieve_proof · Get structured artifacts and summaries

Integration Example

mcp-client.js
// Create task via MCP
const task = await mcp.call(
  'create_task',
  {
    sku: 'courthouse_certified_copy',
    matter_id: 'case-12345',
    location: {
      courthouse: 'Superior Court',
      county: 'Los Angeles',
      state: 'CA'
    }
  }
);

// Dispatch to verified provider
await mcp.call('dispatch_task', {
  task_id: task.id,
  auto_accept_window: 24
});

Webhooks available — Receive real-time updates on task status, proof submissions, and completion events.

Stripe-powered

Simple Payments

1

Firm Pays Upfront

Pay by card or ACH at task creation. Funds are held until completion.

2

Platform Holds

Operational hold by delaying transfers (not escrow). Refundable before payout.

3

Auto Payout

Automated payout after acceptance or auto-accept window.

Earn on your terms

For Providers

Individual Providers

  • Open signup; unlisted by default until gates are passed
  • Profile setup: service areas, SKUs, pricing, availability
  • Identity verification to accept tasks
  • Mobile-friendly task execution and proof upload
  • Automatic payouts after acceptance

Provider Companies

  • Company profile and service areas
  • Enroll many workers and dispatchers
  • Route tasks to the best worker (or let workers accept directly)
  • Worker verification is demand-triggered to avoid verifying large teams upfront
  • Org-level pricing and SLA commitments

Ready to escalate to verified humans?

Join law firms and legal AI platforms using Humans For Legal to complete last-mile legal ops tasks.

View API Docs