OneAI LabsCommercial AI Infrastructure & Agent Product Ecosystem
OneAI Labs builds the commercial operating layer for AI products. OneAI Core turns model APIs into paid, governed and measurable infrastructure, while Agent OS and our product family turn that infrastructure into real workflows.
OneAI Labs
Commercial AI Stack
Commercial AI Operating Layer
Intelligence to interface to execution
Request lifecycle
The company thesis
AI is moving from model calls to commercial operating systems.
OneAI Labs exists to close the gap between raw model APIs and AI products that customers can buy, trust, measure and use repeatedly.
Model access is not a product
Commercial AI needs keys, customers, plan limits, usage visibility and billing-ready operations.
Provider choice creates complexity
Teams need routing policy and provider:model control without rewriting every product integration.
Loose prompts do not scale
Repeatable products need structured task contracts, predictable inputs and measurable outputs.
Costs need guardrails
AI products need maxCostUsd, routing modes, plan gates and monthly cost protection.
Answers are only the first step
Agent products must move from intelligence to interface to execution, not stop at text.
Small teams need a platform
Founders should ship AI products, not rebuild gateway, policy, usage and console layers.
Operating model
Company platform first. Product ecosystem second.
OneAI Labs builds one commercial infrastructure layer, then turns it into agent products, interfaces and vertical operating systems.
OneAI Core
Commercial AI Operating Layer
The flagship infrastructure product behind the ecosystem: gateway, task API, routing, policy, usage, cost and billing-ready controls.
OneAI Agent OS
Intelligence to interface to execution
The application layer that turns Core-powered intelligence into bots, workflows, actions and industry systems.
OneAI Core
Commercial Control Plane
OneAI Core
The flagship product behind the OneAI Labs ecosystem.
OneAI Core is the commercial layer above every model, task, customer and request. It lets teams route models, package structured intelligence, enforce policy, track usage and operate AI as a SaaS product.
OpenAI-compatible gateway
Use familiar chat completion calls while OneAI handles provider routing and product visibility.
Task Intelligence API
Package repeatable business workflows as typed task contracts with structured JSON outputs.
API key and customer control
Issue keys, scope access, separate environments and connect usage back to customers.
Usage, cost and latency tracking
Record provider, model, tokens, estimated cost, latency, requestId and error state.
Routing policy and cost guards
Apply cheap, balanced, fast, auto, premium or explicit provider:model behavior with maxCostUsd.
Billing-ready operations
Run AI like a SaaS product with plans, limits, commercial visibility and operator workflows.
Core architecture
One request. Multiple layers of commercial intelligence.
OneAI Core wraps every AI request with authentication, task shaping, routing, policy, provider execution, usage tracking and billing-ready visibility.
Your products keep their own UX. OneAI Core provides the infrastructure behind keys, routing, task contracts, limits, requests, costs and operator control.
Authenticate key
Validate API key, customer plan and access scope.
Shape task
Convert product intent into a stable task contract.
Apply routing
Select cheap, balanced, fast, auto or explicit provider:model behavior.
Enforce policy
Apply cost guard, tier access and request rules.
Execute model
Route to the selected provider, model catalog or gateway path.
Track usage
Record request, customer, usage, cost, latency and billing context.
Task Intelligence API
/v1/generate
Structured business workflows such as business_strategy, content_engine, support_brain and market_research.
Model Gateway API
/v1/chat/completions
OpenAI-compatible access with provider:model routing, streaming-ready behavior and observability.
Model Catalog
/v1/models
Catalog discovery, pricing coverage, readiness checks and model strategy for operators.
Agent OS
Agent OS turns Core infrastructure into product experience.
Most AI tools stop at answers. OneAI Agent OS connects intelligence, interface and execution so OneAI products can move from intent to plan, from plan to action, and from action to result.
OneAI Intelligence
Turns goals and context into structured plans powered by Core task contracts.
OneAI Bot
The conversational interface that brings Core-powered intelligence to users and communities.
OneClaw
The execution layer that turns structured outputs into workflows, reports and API actions.
TheOne
One intent. One system. One execution layer.
TheOne is the orchestration shell for turning AI intent into coordinated execution, connecting Core infrastructure, Agent OS intelligence and product workflows into one operating surface.
Orchestration Shell
Launch the full execution surface.
01 / Intent
Start from one clear user direction.
02 / System
Shape that direction into an operating surface.
03 / Execution
Route work into coordinated actions and workflows.
TheOne sits above individual product demos: it shows how OneAI Labs can move from intelligence to shell, from shell to workflow, and from workflow to execution.
OneAI Studio
From Core task output to workflow-ready systems.
OneAI Studio is a lightweight workspace for structured generation, validation, export and workflow-ready AI outputs built on OneAI Core.
Studio Lite
Structured Generation Workspace
Generate a launch pack for an AI product.
Structured Outputs
Turn Core task contracts into reusable, structured and workflow-ready AI outputs.
Validation
Review, refine and improve structured outputs before using them in real workflows.
Export
Export generated plans, documents, packs and structured content from Core-powered tasks.
Workflow-ready
Move from structured outputs into repeatable workflows and product systems.
OneAI Mirror
What if the whole world was like you?
Type one belief, instinct or behavior. OneAI Mirror turns it into a civilization-scale outcome that users can feel, compare and share.
Civilization Mirror
One belief becomes a world.
Input
"I only care about winning."
World
Hyper Competitive Order
The result feels like a verdict, not a quiz. That makes OneAI Mirror a fast, shareable proof of how Core and Agent OS can become a public product experience.
Who it is for
Built for teams turning AI into a product line.
OneAI Labs is designed for people who need to ship AI products, package reusable intelligence, control usage and automate real work without rebuilding infrastructure from scratch.
AI Builders
Build AI products without rebuilding gateway, policy, usage and console layers.
SaaS Founders
Add commercial AI features with keys, plans, model routing and cost visibility.
AI Product Teams
Standardize model access and package repeatable workflows as product APIs.
Digital Product Operators
Turn structured intelligence into sellable tools, services and client products.
Agencies
Deliver AI tools, bots and workflow automation on top of one reusable Core stack.
Product matrix
The OneAI Labs ecosystem, powered by OneAI Core.
Each product is a proof of the same company architecture: Core handles gateway, task intelligence, routing, policy and usage; Agent OS turns that foundation into user-facing workflows.
OneAI Bot
AI Assistant Interface
A conversational AI entry point for users, teams and communities.
OneClaw
Action & Execution Layer
Turn AI outputs into workflows, reports, actions and API calls.
TheOne
Execution OS & Orchestration Shell
Turn one intent into one coordinated system and execution layer.
OneAI Mirror
Civilization Mirror & Belief Simulation
Turn one belief, instinct or behavior into a shareable civilization-scale outcome.
OneAI Trading OS
AI Market Research, Risk & Discipline Tools
Market briefs, risk radar, strategy review and trading journal.
OneAI Construction OS
Project, Cost, Contract and Site Intelligence
Project reports, contract summaries, BOQ/BQ support, RFI/VO/claims and site records.
OneMission
Mission & Task Coordination
Turn goals into missions, missions into tasks, and tasks into coordinated execution.
OneField
Proof of Contribution & Reputation
Record contribution, verify work and build reputation profiles.
Use cases
What OneAI Labs can power.
Commercial AI Feature
Launch AI features with API keys, model routing, plan limits, usage and cost tracking.
Structured Task API
Turn business_strategy, content_engine, support_brain and market_research into product contracts.
AI Bot Interface
Create Core-powered assistants for websites, communities, customers and internal teams.
Execution Workflow
Use OneClaw-style flows to move from structured output to reports, actions and API calls.
Market Research OS
Create market briefs, risk analysis, strategy review and research dashboards.
Construction Intelligence
Generate project reports, contract summaries, BOQ/BQ support and site records.
Mission and Field Systems
Coordinate tasks, contribution records, proof of work and reputation profiles.
Demo
See OneAI in action
Explore product previews from OneAI Core, OneAI Bot, OneClaw and industry AI systems built to turn AI infrastructure into real products, workflows and applications.
OneAI Core Console
API keys, customers, requests, usage, cost, routing policy and operator controls.
OneAI Bot Interface
A conversational interface for Core-powered task input, structured output and action suggestions.
TheOne Execution OS
The orchestration shell for moving from one intent into one operating execution layer.
OneAI Mirror
A public civilization mirror that turns one belief into a shareable world outcome.
OneClaw Execution Flow
Turns Core task outputs into execution workflows, reports and API actions.
Industry OS Preview
Trading, construction, mission and field products built from the same Core foundation.
Pricing
Commercial API pricing for OneAI Core.
Plans are built around real operating limits: monthly requests, model cost guardrails, routing modes, rate limits, debug access and model registry controls.
Free
$0
For local testing and validating structured tasks.
- 1,000 requests / month
- $10 model cost guard
- 30 RPM
- cheap + balanced modes
Pro
$29/mo
For builders shipping apps on OneAI API.
- 50,000 requests / month
- $500 model cost guard
- 120 RPM
- cheap, balanced, fast, auto modes
Team
$99/mo
For teams needing shared billing and controls.
- 250,000 requests / month
- $2,500 model cost guard
- 600 RPM
- premium mode, debug trace, model registry
Enterprise
Custom
For custom providers, limits and production support.
- Custom request volume
- Dedicated provider policy
- Custom models and health checks
- Support and onboarding
Developers
Two APIs. One product-grade AI system.
Use the gateway for familiar model access. Use Task Intelligence when your product needs stable business outputs instead of loose prompt responses.
/v1/generate
/v1/chat/completions
structured task api
curl https://oneai-saas-api-production.up.railway.app/v1/generate \
-H "content-type: application/json" \
-H "x-api-key: YOUR_API_KEY" \
-H "Idempotency-Key: launch-plan-001" \
-d '{
"type": "business_strategy",
"input": {
"goal": "Launch a paid AI feature in 30 days",
"audience": "SaaS founders and product teams"
},
"options": {
"llm": {
"mode": "balanced",
"maxCostUsd": 0.03
}
}
}'model gateway
curl https://oneai-saas-api-production.up.railway.app/v1/chat/completions \
-H "content-type: application/json" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{
"model": "openai:gpt-5.2",
"messages": [
{
"role": "user",
"content": "Turn this idea into a commercial AI product plan."
}
],
"max_completion_tokens": 300
}'Trust layer
Built like API infrastructure, not a toy demo.
OneAI Core is designed around production concerns: key hygiene, scoped access, cost control, request observability, provider policy and operator review.
Hashed API keys
Keep secrets server-side, create separate keys per environment and revoke leaked keys quickly.
Usage and cost visibility
Track provider, model, tokens, estimated cost, latency and requestId for support and operations.
Provider policy
Use routing modes, allowlists, fallbacks and maxCostUsd to keep production calls controlled.
Execution boundary
OneAI returns plans, structured decisions and coordination outputs while execution stays in product workflows.
Operational recommendation
Use idempotency keys, monitor usage daily and health-check new providers before exposing them to customers.
Company
Built by OneAI Labs
OneAI Labs builds commercial AI infrastructure and agent-powered products. Our flagship product, OneAI Core, provides the operating layer behind API access, task intelligence, routing, policy, usage, cost and product operations.
On top of Core, we build Agent OS, OneAI Bot, OneClaw and vertical systems for trading, construction, missions and field reputation.
Legal entity
ONEAI LABS SDN. BHD.
Registration no.
202601020394 (1682491-W)
Incorporated
18 May 2026
Jurisdiction
Malaysia
Private company limited by shares. Part of WAOC Network.
Build on the OneAI Labs commercial AI stack.
Start with OneAI Core for infrastructure, add Agent OS for workflows, and ship products that customers can use, trust and pay for.