Idein vs Modal

Modal has a disclosed valuation of $150M, while Idein's valuation is not publicly available, making a direct size comparison difficult. Modal employs 30 people.

Modal has raised more in total funding at $20M, compared to Idein's $15M — a gap of $5M. Combined, the two companies have completed 1 known funding rounds.

Modal holds the higher Awaira Score at 71/100, compared to Idein's 38/100. The Awaira Score is a composite metric factoring in valuation, funding, stage, team size, and market presence — a 33-point gap that reflects meaningful differences in scale or traction.

Idein was founded by Akira Nakamura in 2015. Modal was founded by Erik Bernhardsson in 2021. Visit each company's profile on Awaira for a full founder biography.

Idein: Idein develops an edge AI platform that enables deployment and management of AI inference applications on existing IoT camera and device infrastructure through cloud-based model deployment and device management, allowing enterprises to run computer vision AI on low-cost Raspberry Pi and similar ARM devices without custom hardware. The Tokyo company Actcast platform provides a software runtime and device management layer for deploying AI vision applications across distributed device fleets.\n\nThe company raised approximately $15 million in venture funding from Japanese investors. Idein targets retail, manufacturing, and logistics operators that want to deploy AI vision capabilities across large numbers of edge cameras without the capital expenditure of replacing existing camera hardware with AI-capable devices. The Actcast platform manages software updates, model deployment, and inference result collection from distributed device fleets through a cloud management interface.\n\nIdein competes in the edge AI deployment platform market against AWS IoT Greengrass, Azure IoT Edge, and dedicated computer vision edge platforms from companies including Axis Communications and Hanwha Vision. The value proposition of enabling AI inference on commodity ARM hardware rather than requiring proprietary AI camera hardware is particularly relevant in cost-sensitive retail and logistics deployments where the capital cost of replacing thousands of existing cameras with AI-capable alternatives would be prohibitive. Japan strong retail and convenience store density creates a natural market for edge AI retail analytics that can operate on existing store camera infrastructure. Modal: Modal is an AI infrastructure company founded in 2021 that provides cloud computing tools for machine learning and artificial intelligence applications. The platform enables developers to build, deploy, and scale AI models with reduced infrastructure complexity. Modal's core offering centers on serverless computing infrastructure specifically optimized for AI workloads, allowing users to run GPU-intensive tasks without managing underlying hardware directly. The company positions itself within the broader AI infrastructure category, competing alongside platforms like Replicate, Lambda Labs, and cloud providers' AI services. Modal's approach focuses on simplifying the deployment pipeline for machine learning models, enabling developers to move from development to production environments more efficiently. The platform supports various frameworks and use cases including LLM inference, image generation, and general machine learning tasks. Founded in 2021, Modal operates at the Seed stage with total funding of $20 million and a valuation of $0.1 billion. The company benefits from growing demand for accessible AI infrastructure as organizations scale machine learning workloads. Modal's customer base includes AI developers and teams building applications that require computational resources beyond typical cloud offerings. The competitive landscape remains fragmented, with multiple players addressing different aspects of AI infrastructure. Modal's growth trajectory reflects broader market expansion in AI tooling and infrastructure services. Modal addresses the infrastructure gap between AI research and production deployment by offering serverless computing optimized specifically for GPU-intensive machine learning workloads.

Idein was founded first in 2015, giving it 6 years of additional market experience. Modal was founded later in 2021. In AI, even a year or two of head start can translate into significantly more training data, customer relationships, and institutional knowledge.

Idein has approximately 1-50 employees, while Modal has approximately 30. A larger team often signals higher revenue or venture backing, but in AI, smaller teams are increasingly capable of building at scale.

Yes, Idein and Modal are direct competitors — both operate in the AI Infrastructure space and likely target overlapping customer segments. This comparison is especially relevant for buyers evaluating both platforms.