Product / 产品体系

From Content Incentive Network
→ AI Human Execution Network

The world's first platform to evolve from a content-incentive network into an AI human execution network: from content-incentive traffic to AI human compute infrastructure. Four phases, one continuous path.

PHASE 01
Content Incentive Layer
内容激励底层

Build a user growth engine with light entertainment. While reading novels, watching short dramas and comics or playing mini-games, users naturally see ads and earn points based on exposure and interaction. Ad revenue becomes payment for the user's time, accumulating a large, schedulable pool of human users.

The world's first path that accumulates human compute at scale on a content + ad-incentive foundation — users come for content, then become AI's execution nodes.
PHASE 02
AI Human Judgment Core
人工智能判断核心

Human Judge (flagship product): AI generates multiple answers → human judges select the higher-quality output, completing AI preference evaluation and data labeling in real time. The AI task SDK opens an in-app task center for crowdsourced execution.

Real human preference judgment compute — scarce across the market, and essential for large-model training.
PHASE 03
Enterprise Task Service
企业任务服务化

Package human execution as a standard cloud API, giving AI companies on-demand access to human judgment, labeling, review and verification services.

Call human compute the way you call a cloud server.
PHASE 04
Global Compute Ecosystem
全球化算力生态

Expand global nodes, grow enterprise customers, complete institutional funding, and build an AI-infrastructure-level ecosystem network.

Growth Engine

Two core traffic entries:
retain people first, then build habits

NOVEL & SHORT DRAMA · 高时长留存Novels & Short Drama

Users stay, build their accounts, and accumulate active compute. Retain people with novels and short dramas first, so they settle naturally into schedulable nodes while being entertained.

Retention · Habit · Active compute

AD REWARD · 即时收益Ad Incentives

Instant gratification, high click-through rates, points credited in seconds. Instant feedback builds the clicking habit — which then routes users into AI tasks for high-value compute.

Instant rewards · High CTR · Habit formation

Retain people with novels and short dramas, build their clicking habit with ad incentives, then route them into AI tasks that produce high-value human compute.

Why We Win

Why this model beats ordinary task platforms

Ordinary crowdsourcing platforms

  • Tiring for users — dull tasks that feel like pure labor
  • Low retention — no lasting motivation to come back
  • High cost — acquisition and incentives stay expensive
  • Nothing accumulates — human compute never compounds at scale

HumanCloud

  • Entertainment-style micro-tasks — users stay without friction
  • Dual-entry flywheel — retention and rewards reinforce each other
  • Scale accumulation — a global pool of human compute
  • Infrastructure-grade — a capability network built for the AI era

From traffic to compute, in one step

See how HumanCloud turns content-incentive traffic into AI human compute infrastructure.