Real-World Human Tasks

Tasks

This page exists to explain the task marketplace as the core transaction object. It should answer that intent directly and avoid borrowing generic copy from unrelated HumanTask API pages.

Every Job Starts as a Task

A task contains the requested action, place, deadline, budget and proof. That structure is the bridge between an AI agent and a human worker.

Public Versus Private Tasks

Some tasks may be publicly visible for worker discovery; others should remain private because they include customer locations or operational details.

Task States

Created, offered, accepted, in progress, submitted, revision requested, completed and cancelled are distinct stages with different responsibilities.

Evidence and Payment

Submission does not automatically mean approval. Evidence can be reviewed against the original scope before payout release.

SEO Value of Completed Tasks

Anonymized completed examples can become strong first-party content when they teach users what a real task looks like without exposing private data.

Create a Task

The task form should collect enough structured information that the marketplace can route the request without a long clarification loop.

Marketplace Principle

HumanTask API should let real marketplace activity create the valuable content on this page. Until enough live supply or task inventory exists, indexing and claims should remain conservative.

Indexation Threshold

Index Tasks only when a search visitor gains something from the inventory itself. Empty states and placeholder cards should remain outside the search index.

First-Party Data Moat

Over time, anonymized task patterns, capability availability and execution history can make Tasks difficult for generic content competitors to replicate.

Product Experience

Even before Tasks is a strong SEO page, the route should work well inside the application. Empty states can explain what data will appear, show relevant capability or worker actions and avoid misleading visitors into thinking inventory exists when it does not.

Search Transition

When genuine inventory arrives, replace static explanation with live or recently aggregated first-party data. At that point, update titles, internal links and schema to reflect what a search visitor can actually browse on Tasks.

Conversion Goal

The Tasks route should have one obvious next action for its audience. Workers should be able to move toward relevant inventory or registration; requesters should be able to understand the task model and create work. Do not bury the product action under static SEO copy.

Data Quality Rule

Any counts, status labels or activity shown on Tasks must come from current marketplace records. Test submissions, expired tasks and unverified profiles should not be presented as evidence of real demand or supply.