Modal Labs, Inc.
Unicorn · $4.7BNew York, US · Founded 2021 · Delaware corporation · 7 known investors
Serverless cloud platform that runs Python-defined, compute-intensive AI and ML workloads on elastic CPU and GPU capacity.
Also known as Modal · MODAL LABS, INC.
Founders & leadership
Modal Labs, Inc. was founded in 2021 by Akshat Bubna and Erik Bernhardsson.
Board


Investors · 7
Also in the syndicate · 4
Reported raises · per SEC filings
Form D private placements$76.2M disclosed across 2 of 7 rounds · 2022–2026
▶$16.5MraisedOct 2025 · 16 investors · Other TechnologyRule 506(b)
- Erik BernhardssonExecutive Officer, Director
- Patrick ChaseDirector
- Sarah CatanzaroDirector
- Akshat BubnaExecutive Officer
- Offering amount
- $18M
- Amount sold
- $16.5M
- First sale
- Jun 2023
- Incorporated
- Corporation, Delaware, 2021
- Federal exemptions
- 06b
▶$59.7MraisedOct 2025 · 68 investors · Other TechnologyRule 506(b)
- Patrick ChaseDirector
- Akshat BubnaExecutive Officer
- Erik BernhardssonExecutive Officer, Director
- Sarah CatanzaroDirector
- Offering amount
- $94.4M
- Amount sold
- $59.7M
- First sale
- Jul 2025
- Incorporated
- Corporation, Delaware, 2021
- Federal exemptions
- 06b
Source: SEC EDGAR Form D. Amounts as filed; amended filings shown once at their latest values.
Valuation · disclosed
Disclosed eventsSource: SEC prospectus filings, and round valuations the company or its investors disclosed — follow each entry's link for the claim.
Company profile
researched Aug 2026Modal Labs, Inc., doing business as Modal, is an American cloud computing company that operates a serverless platform for building, deploying and scaling compute-intensive applications, with a focus on AI and machine learning. Developers import Modal's Python SDK, annotate functions with decorators such as @app.function() and call .remote() to execute the code in the cloud; the platform builds containers from the local environment, schedules them onto specified CPU or GPU hardware and streams logs back in real time. Infrastructure as code is defined directly in Python rather than YAML, and the platform can scale from zero to thousands of containers or hundreds of GPUs.
The product suite spans Inference (serving LLMs and audio, image and video generation models), Training and fine-tuning (including multi-node clusters with RDMA networking and reinforcement-learning loops), Sandboxes (isolated ephemeral environments for untrusted code and AI agents), Batch processing (transcription, protein folding, weather forecasting), browser-based Notebooks, web endpoints exposing functions as HTTPS APIs, and storage through Volumes and Buckets. A Python SDK is the primary interface, with JavaScript/TypeScript and Go SDKs in beta as of October 2025.
The company is headquartered in New York City at 233 Spring St, with additional offices in Stockholm and San Francisco, and lists open engineering, go-to-market and G&A roles across those cities plus London.
Founding story
Modal was founded in January 2021 by Erik Bernhardsson, a Swedish engineer with a Master's in Physics from KTH Royal Institute of Technology who spent about seven years at Spotify leading data, A/B testing and music recommendation teams before joining Better.com as CTO in 2015, where he scaled engineering from one to over 300 people. Akshat Bubna joined as co-founder and CTO in August 2021; he holds an undergraduate degree in mathematics and computer science from MIT, was an early engineer at Scale AI, and has a competitive programming background including International Olympiad in Informatics medals. The company grew out of Bernhardsson's frustrations with traditional cloud infrastructure — YAML-heavy configuration management and slow scaling — and aimed to make cloud execution feel like local development.
Business model
Modal sells developer-first cloud infrastructure on a consumption basis: customers are billed by the second for actual compute used, with no long-term commitments or charges for idle resources. Revenue expands as customers run more functions, provision larger GPU workloads and adopt adjacent products such as Sandboxes, web endpoints, Volumes, Buckets, Notebooks and clustered computing. A multi-cloud architecture lets Modal source capacity across providers, and marketplace integrations with major clouds allow enterprises to apply existing committed spend.
Consumption-based pricing: customers pay per second of compute actually consumed across CPU and GPU resources, so monetization scales with workload volume and duration rather than seats or subscriptions. The website advertises $30/month of free compute for new users.
Traction
Reported metrics include approximately 153 employees as of April 2026, annualized revenue rising from about $60M in September 2025 (about $119M at end-2025 per Sacra's estimate) to roughly $300M by April/May 2026, more than one billion sandboxes launched, and capacity across 13 cloud providers. The company states it serves thousands of ML teams. One source cites Lovable creating 250,000 apps in a weekend on more than one million Modal sandboxes.
Latest developments
Third-party profiles report that revenue grew roughly fivefold from about $60M annualized in September 2025 to roughly $300M by April–May 2026, that the platform expanded to 13 cloud providers, and that cumulative sandbox launches passed one billion with Sandboxes contributing about one third of revenue. A $355M Series C at a $4.65B post-money valuation, led by General Catalyst and Redpoint Ventures, was reported in May 2026, following an initial tranche at $2.5B in February 2026. Recent product releases include Volumes v2, JavaScript/TypeScript and Go SDKs in beta, browser-based Notebooks with GPU memory snapshots, and clustered multi-node RDMA computing.
▸Full profile — market position, technology, go-to-market, geography, history
Market position
Positioned as an AI infrastructure provider competing in the serverless GPU category against Baseten, Replicate, RunPod and Together AI, as well as hyperscaler offerings such as AWS SageMaker (which added scale-to-zero), Google Cloud Run and Azure AI Studio, and raw GPU capacity specialists such as CoreWeave and Lambda Labs. One source ranked Modal #2 among early-stage companies on Wing VC's Enterprise Tech 30 list. Its valuation reportedly reached $1.1 billion in September 2025 and $4.65 billion in May 2026.
Technology
Modal built its infrastructure stack from scratch rather than assembling standard cloud primitives: a custom distributed file system, container runtime, scheduler and container image builder, with the core rewritten in Rust for performance. GPU memory and container snapshotting deliver sub-second cold starts (described as roughly 100x faster than Docker and 10x faster notebook startup), and the multi-cloud control plane automatically selects capacity across providers including AWS, GCP and Oracle Cloud Infrastructure. Sandboxes provide isolated execution of untrusted code; payments are processed via Stripe without storing card data.
Go-to-market
Primarily B2B and developer-led: the Python-native SDK creates a low-friction adoption path where individual developers can start with simple functions and scale to production without architectural changes, complemented by free monthly compute credits advertised on the website. The company also builds enterprise motion through account executives, solutions architects, forward-deployed engineers and developer relations roles, cloud marketplace integrations that let enterprises apply committed spend, and its own practitioner conference (Runtime, held in San Francisco).
Machine learning engineers, AI researchers and development teams at both startups and enterprises. Reported use cases include generative AI inference, LLM fine-tuning, computational biotech and protein folding, media and video processing, audio transcription, spam detection, weather forecasting and agent sandboxing. Named customers cited by third-party sources include Anthropic, Meta, DoorDash, Cognition (Devin), Suno, Physical Intelligence, Chai Discovery, Decagon, Ramp, Lovable and Substack; Meta is described as using the platform for reinforcement learning on Code World Models with thousands of concurrent environments.
Geography
Headquartered in New York City (233 Spring St, Floor 11), with offices in Stockholm (Sveavägen 17, Floor 16) and San Francisco (375 Alabama St, Suite 490). Job listings also reference London. Compute capacity is sourced across multiple cloud providers, including AWS, Google Cloud and Oracle Cloud Infrastructure.
History
Bernhardsson began prototyping the platform during the COVID-19 pandemic and founded the company in January 2021; Bubna joined as co-founder and CTO in August 2021. The entity was incorporated as MODAL LABS, INC. on 2022-02-10. The founders spent roughly the first 18 months building core infrastructure — schedulers, container runtimes and file systems — without customers or revenue. Beta access rolled out gradually during 2022, first to selected contacts and then through a public waitlist, before general availability in October 2023. The core infrastructure, initially written in Python, was rewritten in Rust over about 1.5 years. Funding progressed from a $7M seed (February 2022) and $16M Series A (October 2023) through a $25M Series A extension (April 2024), an $87M Series B at a $1.1B valuation (September 2025) and a reported $355M Series C at $4.65B (May 2026).
Compiled by commissioned research from 5 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Timeline · 9
launches, deals, and filingsSeries C of $355 million led by General Catalyst and Redpoint Ventures with participation from Accel, Menlo Ventures and Bain Capital Ventures; reported to have closed in two tranches, an initial tranche at a $2.5B valuation (February 2026) and a second at $4.65B.
$355M source ↗
Cumulative sandbox launches on the platform passed one billion; the Sandboxes product accounts for roughly one third of total revenue.
Partnership with Oracle Cloud Infrastructure providing access to competitively priced GPU capacity, supporting Modal's multi-cloud architecture.
Modal launched browser-based Notebooks using GPU memory snapshots that reduce startup times by 10x, and introduced clustered computing for multi-node, RDMA-connected GPU workloads.
Modal launched Volumes v2 and released JavaScript/TypeScript and Go SDKs in beta.
Modal Labs raised an $87 million Series B led by Lux Capital, bringing total money raised to $111 million and a post-money valuation of $1.1 billion. Pillsbury Winthrop Shaw Pittman acted as counsel to the company.
$87M source ↗
Modal signed a Strategic Collaboration Agreement (SCA) with AWS.
Modal reached general availability in October 2023, opening instant account sign-ups and features including web endpoints, cron jobs and persistent storage, after gradual beta access and a public waitlist during 2022.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
Legal entities · 1
corporate structureIn the news
▸Research sources · 5
primary sources listed
- Pillsbury Advises Modal Labs, Inc. on $87 Million Series B Funding Roundpillsburylaw.com · web
5 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Modal Labs, Inc. do?
- Serverless cloud platform that runs Python-defined, compute-intensive AI and ML workloads on elastic CPU and GPU capacity.
- Who founded Modal Labs, Inc.?
- Modal Labs, Inc. was founded by Akshat Bubna, Erik Bernhardsson in 2021.
- Who are Modal Labs, Inc.'s investors?
- Modal Labs, Inc.'s investors include Amplify Partners, Lux Capital, Redpoint Ventures.
- How much funding has Modal Labs, Inc. raised?
- Modal Labs, Inc. has disclosed $76.2M raised across 2 of its 7 known rounds.
- Where is Modal Labs, Inc. headquartered?
- Modal Labs, Inc. is headquartered in New York, US.

