Ndea

What Ndea does

Ndea is a private, pre-revenue AI research and science lab building frontier AI systems that fuse deep learning with formal program synthesis to pursue artificial general intelligence (AGI). The lab's central technical bet is a paradigm called Guided Program Synthesis, in which deep-learning-based search guidance directs symbolic program search to identify discrete programs that precisely explain observed data. The architecture is positioned to deliver greater generalization from minimal data, support lifelong learning and self-improvement, and ultimately enable autonomous invention and discovery across scientific domains including drug discovery, sustainable energy, robotics, and space exploration. No commercial products or APIs have been released; the company operates a distributed team across Europe and North America with open technical-staff hiring.

The lab was founded in 2025 by François Chollet, creator of Keras and the ARC-AGI benchmark, and Mike Knoop, co-founder and former President of Zapier. Both co-founders also serve on the board of the ARC Prize Foundation, a non-profit supporting open AGI advancement, which gives Ndea unique alignment with the field's dominant general-intelligence benchmark. The company is pre-revenue and does not publish pricing or commercial offerings; its sole declared revenue-related stream is ongoing research, with capital deployed against a multi-year technical roadmap rather than near-term sales.

Ndea's go-to-market is not commercial in the conventional sense. Distribution is limited to top-of-funnel content channels (YouTube, Spotify, X) and a talent-referral program offering $10,000 bonuses for hired referrals. The capital base of $43 million in seed funding, led by NEA through the Y Combinator W2026 batch, is stated to provide a 3-5 year runway during which the lab will attempt to validate its alternative path to AGI in contrast with the prevailing LLM scaling consensus.

Name

Ndea

Legal name

Ndea

Website

https://ndea.com

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

1–10 employees

Short description

Ndea is a pre-revenue, private AI research lab building frontier AGI systems by fusing deep learning with symbolic program synthesis. Founded in 2025 by Keras creator François Chollet and Zapier co-founder Mike Knoop, it serves the long-horizon scientific research community.

Ownership category

akta.pro rank

Product category

Artificial General Intelligence Research

NAICS

Scientific Research and Development Services (5417)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

AI Interconnects & Fabric (NVLink/CXL/PCIe/Switches) (HDAAAAAD)

Keywords

• AGI research
• Program synthesis
• Deep learning
• Neuro-symbolic AI
• Frontier AI systems

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure

Revenue model

1. Pre-revenue Research Stage: Ndea is an early-stage AGI research lab that has raised $43 million in seed funding from Y Combinator and NEA. The company is not yet generating revenue and is focused on research and development of AGI systems. The funding provides a 3-5 year runway to prove its approach.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels4 records

Core offering

Ndea is an AI research and science lab building frontier AI systems through a novel approach called Guided Program Synthesis, which fuses deep learning's pattern recognition with formal symbolic program synthesis. The lab is developing AGI capable of autonomous invention, discovery, and skill acquisition from minimal data, serving as a factory for rapid scientific advancement across fields such as drug discovery, sustainable energy, robotics, and space exploration. Ndea is currently pre-revenue and focused on research rather than commercial product delivery.

Product overview

Ndea is an AI research and science lab building frontier AI systems that blend intuitive pattern recognition and formal reasoning into a unified architecture. The company operates as a unified research lab focused on developing AGI through its core technology, Guided Program Synthesis, which combines deep learning with symbolic program synthesis as equally critical pillars. Ndea's approach differs from traditional deep learning by using program synthesis to search for discrete programs that perfectly explain observed data, achieving greater generalization power with extreme data-efficiency. The lab aims to create a 'factory for rapid scientific advancement' capable of autonomous invention and discovery.

Differentiator

Problem solved

Functional benefit

Products and services

• Ndea Research Lab An AI research and science lab entirely focused on developing and operationalizing AGI to realize unprecedented scientific progress in drug discovery, sustainable energy, robotics, space exploration, and other frontier domains. Operates as a small, globally distributed, talent-dense team.
• Guided Program Synthesis A neuro-symbolic AI approach that fuses deep learning with program synthesis to enable frontier AI systems. Uses deep learning to guide program search, integrating intuitive pattern recognition with rigorous reasoning for autonomous abstraction and skill acquisition from minimal data, achieving greater generalization power with extreme data-efficiency compared to deep learning alone.

Quantifiable outcome

• Despite 50,000x scale-up from GPT-2 to GPT-4.5, performance on ARC benchmark measuring fluid intelligence barely improved from 0% to 10%, demonstrating that genuine intelligence does not emerge from pre-training scaling alone

Segments1 record

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature2 records

Partnerships

One partnership is on record.

• ARC Prize FoundationflagshipStrategic or Co-development PartnerNdea co-founders François Chollet and Mike Knoop are co-founders and board members of the ARC Prize Foundation, a non-profit organization dedicated to the public advancement and education of open AGI. This represents a deep strategic alignment as Chollet created the ARC-AGI benchmark that forms the foundation of the lab's research direction.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Imbue (formerly Generally Intelligent): Imbue is an AI research lab pursuing general-purpose AI agents with reasoning capabilities, raising substantial capital on a thesis that current LLMs are insufficient for robust reasoning — a conviction structurally aligned with Ndea's program synthesis thesis. Both are small research-first labs betting on reasoning beyond pure transformer scaling.
• xAI: xAI is an AI research lab founded by Elon Musk with an explicit mission to understand the true nature of the universe — a research-first orientation that overlaps with Ndea's scientific-advancement thesis. Both are private, founder-led research labs building frontier models with substantial capital and a long-term AGI horizon.
• Safe Superintelligence Inc. SSI is a pure research lab founded by Ilya Sutskever explicitly to pursue superintelligent AI with no near-term commercial pressure, mirroring Ndea's model of a small, talent-dense, well-capitalized team betting on a non-mainstream architectural thesis. Both companies are pre-revenue and compete for the same scarce pool of AGI researchers.
• Sakana AI: Sakana AI is a Tokyo-based research lab pursuing novel training paradigms and architectures inspired by biological evolution rather than purely scaled transformers. It is comparable to Ndea as a small, well-funded research lab betting that alternative training/architectural approaches will outperform vanilla scaling.

Broad incumbents

• OpenAI: OpenAI is the leading frontier AI lab and the dominant scaled-LLM player against whose architectural thesis Ndea is positioning. While OpenAI is far broader in scope (commercial products, large research org, hyperscaler-style compute), it is the primary incumbent whose research direction Ndea is challenging.
• Anthropic: Anthropic is a frontier AI safety-focused lab building Claude models that, like Ndea, emphasizes reasoning and capability beyond pattern-matching. It is comparable as a well-capitalized research-driven lab, though it operates at vastly larger scale and ships commercial products today.
• DeepMind (Google): DeepMind is the foundational AI research lab inside Google pursuing AGI through diverse paradigms including symbolic and hybrid approaches. It is relevant as the incumbent most actively exploring program synthesis-style methods alongside large-scale learning — directly overlapping with Ndea's research territory at far greater scale.

Emerging players

• Mistral AI: Mistral AI is a European frontier model lab that, like Ndea, is pursuing AGI from a non-US base with strong research credentials and a focus on capability per parameter. Both are small, talent-dense teams competing with US frontier labs on alternative architectural bets.
• Thinking Machines Lab: Thinking Machines Lab is a research-driven AI startup founded by former OpenAI CTO Mira Murati, pursuing frontier AI capabilities with research-first positioning. It is comparable to Ndea as a small, well-funded, founder-led research lab betting on a thesis distinct from pure transformer scaling.

Others

• ARC Prize Foundation: ARC Prize Foundation is the non-profit co-founded by Ndea's founders that administers the ARC-AGI benchmark and runs the global ARC Prize competition. It is a closely aligned ecosystem partner — not a competitor — that anchors Ndea's research direction and serves as a talent and credibility funnel for the lab.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks7 records

Key highlights7 records

Customer concentration

• Xx.com/ndea
• YouTubeyoutube.com/@ndeainc
• LinkedInlinkedin.com/company/ndea

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds1 record

Investors4 records

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 Ndea