HiAI: API-First AI Workforce Platform
Croco.Team May 20, 2026
An AI workforce control plane that routes tasks to specialist AI teams through an orchestrated control layer.
## What is HiAI?
HiAI is an API-first AI workforce platform that transforms how teams approach complex projects by routing tasks to specialized AI agents. The system acts as an orchestration layer between your requirements and a distributed network of AI capabilities — each agent optimized for specific types of work.
## The Control Plane
Unlike monolithic AI solutions, HiAI embraces a modular philosophy where different AI models handle different aspects of a project. Need architectural planning? Route to the Strategy agent. Writing code? The Engineering agent takes point. Quality assurance? A dedicated Verify agent runs validation checks.
### Role-Based Routing
The platform defines 15+ configurable teams, each with specialized capabilities:
- Planning team handles decomposition of large projects into manageable tasks
- Strategy team provides high-level direction and risk assessment
- Control team monitors execution and manages exception handling
- Architecture team designs system structures before implementation
- Build team executes code generation and implementation
- Engineering team handles technical problem-solving and optimization
- Verify team runs tests, audits, and quality checks
- Quality team manages standards compliance and performance metrics
- Publish team handles deployment and release coordination
- Creative team generates ideas, copy, and visual concepts
- Operate and Operations teams manage ongoing maintenance and monitoring
- Learn and Knowledge teams build and maintain organizational memory
## Execution Lanes
Each role operates within dedicated execution lanes — API-first endpoints that accept task specifications and return structured results. Primary and fallback model chains ensure reliability: if the primary model fails or produces suboptimal results, the system automatically attempts alternative providers.
The orchestration map visualizes task flow through the system in real-time. You see exactly where a task is, which agent is processing it, and what the expected output looks like before work begins.
## Model Support
HiAI routes tasks across multiple AI providers including Claude 4.6, GPT-5.x, Gemini 3.x, GLM-5, Kimi K2.5, and Qwen. Each model has documented strengths and ideal use cases. The system maintains configuration files that specify which models handle which roles, with automatic fallback chains for resilience.
## Integration Points
The platform exposes REST APIs for all major operations. Webhook support enables real-time status updates and integration with external systems. The policy graph defines rules governing agent behavior — ensuring compliance with security requirements, cost constraints, and quality standards.
Knowledge memory stores context from previous interactions, enabling agents to build on established context rather than starting fresh. The audit trail records every decision, enabling post-mortem analysis and continuous improvement.
## Deployment Tiers
### Managed VPS Bot
Entry-level deployment running on Croco.Team managed infrastructure. Suitable for small teams exploring AI workforce concepts.
### Dedicated Deployment
For organizations requiring full control, dedicated deployment installs the entire stack on local workstations. All data remains on-premises, meeting strict data residency requirements.
### Enterprise Program
Full enterprise licenses include custom model training, dedicated support, and SLA guarantees. The program targets organizations with mission-critical AI workflows.
HiAI at hiai.gg serves as the public landing page. The actual control plane and orchestration dashboard run at localhost:3333 — accessible after authentication for active project management.