1A
OneAI Labs
Commercial AI infrastructure and agent products

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.

2
API surfaces
8
Product lines
1
Commercial layer

OneAI Labs

Commercial AI Stack

OneAI Core

Commercial AI Operating Layer

GatewayTask APIRoutingPolicyUsageConsole
Agent OS

Intelligence to interface to execution

OneAIBotOneClaw

Request lifecycle

shape
route
guard
track

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.

OneAI Core

Commercial Control Plane

Live
30d
50K
Requests
30d
$500
Cost guard
30d
18
API Keys
Policy Guardrails
maxCostUsd per requestEnabled
Plan gatesEnabled
Provider allowlistEnabled
Task Activity
business_strategy82%
market_research68%
support_brain54%

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.

Core manages the business of AI. Agent OS turns that intelligence into interfaces, actions and vertical products.

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.

Commercial layer

Your products keep their own UX. OneAI Core provides the infrastructure behind keys, routing, task contracts, limits, requests, costs and operator control.

01

Authenticate key

Validate API key, customer plan and access scope.

02

Shape task

Convert product intent into a stable task contract.

03

Apply routing

Select cheap, balanced, fast, auto or explicit provider:model behavior.

04

Enforce policy

Apply cost guard, tier access and request rules.

05

Execute model

Route to the selected provider, model catalog or gateway path.

06

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.

Human Intent
OneAI
OneAI Bot
OneClaw
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.

Execution OS

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

Preview

Generate a launch pack for an AI product.

PlanValidateExport

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.

Public-facing AI experience

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.

World type
Verdict
Shock line
System consequences

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.

Use cases

What OneAI Labs can power.

1

Commercial AI Feature

Launch AI features with API keys, model routing, plan limits, usage and cost tracking.

2

Structured Task API

Turn business_strategy, content_engine, support_brain and market_research into product contracts.

3

AI Bot Interface

Create Core-powered assistants for websites, communities, customers and internal teams.

4

Execution Workflow

Use OneClaw-style flows to move from structured output to reports, actions and API calls.

5

Market Research OS

Create market briefs, risk analysis, strategy review and research dashboards.

6

Construction Intelligence

Generate project reports, contract summaries, BOQ/BQ support and site records.

7

Mission and Field Systems

Coordinate tasks, contribution records, proof of work and reputation profiles.

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.

Task Intelligence

/v1/generate

Model Gateway

/v1/chat/completions

Core API examples

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.

Read API Docs

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.