What OnDemand does

OnDemand, operated by AIREV Holding Limited (Dubai, United Arab Emirates, founded 2024), is a Platform-as-a-Service that enables developers and business teams to build, test, and deploy AI agents through a RAG-powered infrastructure. The product suite comprises an AI Playground for no-code prototyping, an Agent Marketplace of prebuilt agents/tools/flows, a visual DAG-based Agent Flow Builder for orchestrating multi-step workflows, Bring Your Own Model (BYOM) and Bring Your Own Inference (BYOI) modules for deploying Hugging Face models on dedicated GPUs or connecting private model endpoints, and three API products (Chat API, Media API, Cloud Services API) covering conversation, multimodal processing, and speech. Underlying technology stacks retrieval-augmented generation with multi-model LLM orchestration (OpenAI, Anthropic, Mistral, Hugging Face), vLLM inference optimization, and enterprise infrastructure on Azure and Google Cloud with MongoDB Atlas as the database layer.

The company employs 11–50 people and pursues a self-serve product-led growth motion, with developers accessing the platform at app.on-demand.io, a Discord community for developer relations, and an extensive content-marketing blog. Customer segments span individual users, technical developer teams, and B2B workspaces, with the company declaring operations across the UAE, EEA, UK, India, and the USA. Revenue mechanics combine a freemium tier with paid auto-renewing subscriptions and usage-based billing on tokens, compute, and credits; enterprise pricing is handled via sales contact and is not publicly disclosed. Security posture is enterprise-grade for an early-stage company, with SOC 2 Type 1 certification (Insight Assurance) and ISO/IEC 27001:2022 alignment, providing a credible compliance foundation for regulated-buyer outreach.

Notable gaps include: no disclosed venture funding, no named enterprise customers or anchor logos, no revenue or ARR disclosure, no patents or trademarks, and no published research or proprietary foundation models — all model intelligence is sourced from third-party providers. The platform is operated under UAE jurisdiction via AIREV Holding Limited, with the website footer copyright held by School Hack FZ-LLC; the formal relationship between these entities is not explained in available sources.

Name

OnDemand

Legal name

AIREV Holding Limited

Website

https://on-demand.io

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Short description

OnDemand, operated by Dubai-based AIREV Holding Limited, is a RAG-powered AI Platform-as-a-Service enabling developers and business teams to build, test, and deploy AI agents via a visual workflow builder, an agent marketplace, BYOM/BYOI modules, and chat, media, and speech APIs.

Ownership category

akta.pro rank

Product category

AI Agent Development Platform

NAICS

Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD)

akta.pro secondary industries

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

Keywords

• AI agent platform
• Retrieval-augmented generation
• Platform as a service
• LLM orchestration
• AI workflow automation

Headquarters

HQ city

Dubai

HQ country

United Arab Emirates

HQ region

Middle East

Offices2 records

Markets served

GTM type

B2B and B2C

Offering type

Software

Cost components

Technology or R&D, Infrastructure, Personnel, Marketing or Sales, Operations

Revenue model

1. Subscription Plans: Paid subscription plans giving access to platform services with automatic renewal for successive periods. Users select plans based on features and usage needs.
2. Usage-Based Billing: Services billed based on usage, tokens, compute, or credits consumed. Credits may expire as stated in plan terms and are non-transferable.
3. Paid Services: Additional paid services beyond base subscription, including premium features, extended capabilities, or enterprise options.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels5 records

Core offering

OnDemand is a RAG-powered AI Platform as a Service (PaaS) that functions as a decentralized agentic operating system for building, deploying, and scaling AI agents on demand. The platform combines a no-code visual workflow builder (DAGs), an AI Playground for testing, an Agent Marketplace for prebuilt solutions, and multi-model LLM integration (OpenAI, Anthropic, Mistral, Hugging Face) with Bring Your Own Model and Bring Your Own Inference capabilities. It exposes Chat, Media, and Cloud Services APIs for developers to embed conversational, multimedia, and speech AI into applications.

Product overview

OnDemand is a unified RAG-powered Platform as a Service (PaaS) for building and deploying AI agents. The core offering is the OnDemand AI Agents Platform, which combines the AI Playground for prototyping, Agent Marketplace for prebuilt solutions, and Agent Flow Builder for visual workflow design. Users can extend capabilities through BYOM (Bring Your Own Model) for deploying Hugging Face models on dedicated GPUs, and BYOI (Bring Your Own Inference) for connecting custom model endpoints. The platform exposes three API products: Chat API for conversational AI, Media API for multimedia processing, and Cloud Services API for speech synthesis and recognition. Additional features include Serverless Applications deployment and Storage capabilities.

Differentiator

Problem solved

Functional benefit

Products and services

• OnDemand AI Agents Platform A decentralized agentic operating system providing a unified RAG-powered platform for building, deploying, and scaling AI agents with LLM playground, multi-model integration, and visual workflow orchestration. Designed for developers, technical teams, and business teams.
• AI Playground A no-code interactive workspace for exploring, tweaking, and prototyping AI agents. Users can test chat, file, and custom agents, adjust model parameters like temperature or stop sequences, visualize outcomes in real time, and export working code in Python, JS, or cURL.
• Agent Marketplace A curated library of prebuilt AI solutions including Agent Tools (modular capabilities for data retrieval and actions), Agents (full-featured combinations with pre-configured logic), and Agent Flows (autonomous multi-step workflows) ready for deployment.
• Agent Flow Builder A visual workflow design tool for creating multi-step AI workflows using Directed Acyclic Graphs (DAGs), enabling seamless orchestration of LLMs and Agents for complex task automation without coding.
• Bring Your Own Model (BYOM) Allows users to deploy Hugging Face models on dedicated GPUs via OnDemand with no setup required, full power, and optimized performance powered by vLLM, providing control and privacy over model deployment.
• Bring Your Own Inference (BYOI) Enables users to connect their own ML models via secure endpoints and run them inside OnDemand with full control, privacy, and seamless integration.
• Chat API API for building rich, stateful conversations with LLMs, managing sessions, integrating agents, and streaming real-time responses for developers embedding conversational AI into applications.
• Media API API for uploading or linking media to extract insights, transcribe audio and video, analyze documents, and power chat with content-aware AI.
• Cloud Services API

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration2 records

AI capability12 records

Feature9 records

Partnerships

Eight partnerships are on record, tiered core.

• OpenAIcoreTechnology or IntegrationOpenAI serves as an LLM provider and sub-processor under contracts prohibiting training on customer content. Prompts are routed to OpenAI models as part of platform's multi-model integration capability.
• AnthropiccoreTechnology or IntegrationAnthropic serves as an LLM provider and sub-processor. Customer prompts may be routed to Anthropic models as part of platform's model integration offerings.
• Mistral AIcoreTechnology or IntegrationMistral AI provides LLM capabilities as sub-processor under contracts prohibiting training on customer content.
• Hugging FacecoreTechnology or IntegrationHugging Face provides model access for BYOM deployment on dedicated GPUs with vLLM optimization. Users can deploy Hugging Face models through the platform.
• Azure (Microsoft)coreTechnology or IntegrationAzure cloud infrastructure serves as sub-processor for platform hosting and data processing.
• Google CloudcoreTechnology or IntegrationGoogle Cloud provides cloud infrastructure as sub-processor for platform operations.
• MongoDB AtlascoreTechnology or IntegrationMongoDB Atlas serves as database infrastructure sub-processor for platform data storage and management.
• vLLMcoreTechnology or IntegrationvLLM is the inference engine used to optimize performance when deploying Hugging Face models on dedicated GPUs through BYOM feature.

Scale indicators2 records

Recent moves6 records

Expansion highlights4 records

Direct peers

• LlamaIndex: RAG-focused framework for connecting LLMs to external data, with expanding agent and workflow tooling. Closest direct peer given OnDemand's emphasis on RAG-powered agents and multi-source data integration.
• CrewAI: Multi-agent orchestration framework enabling role-based collaborative agents. Directly comparable in the agentic workflow category, with similar developer-led GTM and a comparable target developer persona.
• LangChain: Leading open-source LLM orchestration framework offering agent construction, RAG, and tool-use primitives. Direct competitor in the agentic workflow / orchestration layer, with broader ecosystem footprint but less of a managed no-code marketplace offering than OnDemand.
• Microsoft AutoGen: Microsoft Research's framework for building multi-agent LLM applications with orchestration, tool use, and human-in-the-loop patterns. Direct peer at the agent-framework layer, with the backing of Azure distribution.

Emerging players

• Hugging Face: Model hub and inference platform offering dedicated endpoints, Spaces, and an agents/chat UI. Both a core partner to OnDemand (for BYOM model access) and an emerging competitor in agent hosting and model serving.
• Together AI: AI cloud platform offering open-model inference, fine-tuning, and agent-building tooling. Comparable on dedicated-GPU model serving and BYO-model use cases overlapping with OnDemand's BYOM/BYOI.
• Replit: AI-powered development environment with agent-based app generation, deployment, and collaborative workspaces. Compares to OnDemand on the no-code/low-code AI app builder and developer-led GTM motion.

Broad incumbents

• Google Vertex AI Agent Builder: Google Cloud's enterprise platform for building, deploying, and orchestrating AI agents across Google and third-party models. Comparable in RAG, orchestration, and enterprise compliance, with much broader cloud distribution.
• AWS Bedrock Agents: Amazon's managed service for building and deploying generative-AI agents with multi-model support and enterprise integrations. Broad incumbent offering overlapping with OnDemand's Agent Marketplace and API products but bundled into AWS.
• Azure AI Studio: Microsoft's enterprise AI development platform for building RAG apps, fine-tuning models, and deploying agents at scale. Overlaps with OnDemand's BYOM/BYOI, RAG, and agent capabilities and is also a sub-processor.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/OnDemandai
• LinkedInlinkedin.com/company/on-demandio

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about OnDemand