What Pragmatik Labs does

Pragmatik Labs is a Shanghai-based private AI lab founded in 2026 that builds agents for both digital and physical environments. Its product portfolio comprises two categories: Digital Agents, which target knowledge work, operations, and industry-scale workflows, and Physical Agents, which deliver embodied intelligence designed to adapt, act, and solve long-horizon tasks in real-world settings. Both product lines are built on a common technical foundation centered on reasoning, tool use, learning from feedback, and coordinated multi-step action, supported by an explicit research-to-product pipeline in which real-world deployment feeds back into frontier research.

The company pursues frontier AI work that it frames as directed toward superintelligence and lasting scientific progress. Its founder and CEO, Junyang Lin, is publicly identified, and the company communicates through a minimal web presence that invites selective, mission-aligned outreach from researchers and builders via a single contact email, signaling a relationship-driven, high-bar GTM rather than broad demand generation. No public pricing, no named customers, and no headcount figures are disclosed in the available data.

Commercially, Pragmatik Labs appears positioned for enterprise-grade AI agent deployment, with a recurring revenue model implied for digital and physical agent solutions and a customer-segments framing that spans knowledge-work automation and physical-world applications across industries. The company is backed by a $220M round dated 2026-08-12, co-led by Gaorong Capital and HongShan with participation from Tencent and the Shanghai Future Industry Fund, giving it substantial capital to fund research, compute, and organizational build-out while it develops its commercial pipeline.

Name

Pragmatik Labs

Legal name

Pragmatik Labs

Website

https://pragmatik.com

Company type

Private

Founded year

2026

Operating status

Operating

Short description

Pragmatik Labs is a Shanghai-based AI lab founded in 2026 that builds digital agents for knowledge work and physical agents for embodied, real-world tasks, backed by Gaorong Capital, HongShan, Tencent, and Shanghai Future Industry Fund.

Ownership category

akta.pro rank

Product category

AI Agent Platforms

NAICS

Software Publishers (5132), Software Publishers (513210), Scientific Research and Development Services (5417)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)

akta.pro secondary industry

Robotic Process Automation (RPA) & Digital Robotics (HDAAAIAI)

Keywords

• AI agent development
• Embodied intelligence
• Knowledge work automation
• Autonomous agent systems
• Frontier AI research

Headquarters

HQ city

Shanghai

HQ country

China

HQ region

Asia

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. AI Agent Solutions: Revenue generation through deployment of digital and physical AI agent solutions, likely in the form of enterprise agreements or product licensing, though specific models are not publicly disclosed.

Go-to-market motion1 record

Marketing channels1 record

Core offering

Pragmatik Labs develops AI agent systems that operate across both digital and physical environments. Digital Agents target knowledge work, operations, and industry-scale workflows, while Physical Agents deliver embodied intelligence capable of acting autonomously in real-world settings. Both are grounded in capabilities for reasoning, tool use, learning from feedback, and coordinated long-horizon action, with frontier research feeding directly into deployed products.

Product overview

Pragmatik Labs offers a unified portfolio of AI agents spanning two domains: Digital Agents for knowledge work and operations, and Physical Agents for embodied intelligence in real-world environments. The company also conducts frontier research that feeds into product development with real-world feedback. These offerings are presented as integrated capabilities—digital agents transform information work while physical agents extend AI into physical spaces, both powered by systems that reason, use tools, learn from feedback, and coordinate action.

Differentiator

Problem solved

Functional benefit

Products and services

• Digital Agents

Segments2 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability2 records

Feature4 records

Recent moves4 records

Expansion highlights5 records

Broad incumbents

• Alibaba Qwen (Tongyi Qianwen): Alibaba's foundation-model and agent platform, historically associated with Pragmatik's founder. Comparable as a China-based broad incumbent shipping both digital agent capabilities and embodied AI efforts via cloud, competing for the same enterprise budget.
• Salesforce Agentforce: Enterprise agent platform from Salesforce delivering autonomous agents across CRM, service, and sales workflows. Comparable as a broad-incumbent agent suite competing for enterprise agent budget that Pragmatik also targets.
• Tencent Hunyuan: Tencent's foundation-model platform offering agent and multimodal capabilities across WeChat and Tencent Cloud. Comparable as a broad incumbent and also a Pragmatik investor; competes in the same China enterprise agent market.
• OpenAI: Global frontier-AI lab shipping agentic capabilities (Operator, Agent Mode, tool use) across consumer and enterprise. Comparable as the broadest incumbent defining the agent paradigm Pragmatik is positioning against.

Direct peers

• Moonshot AI: Chinese foundation-model lab behind Kimi, building long-context and agent-capable products for knowledge work. Comparable as a well-funded Chinese AI lab pursuing agent workflows with a research-led, productizing strategy similar to Pragmatik's.
• Zhipu AI: Beijing-based Chinese AI foundation-model lab that has expanded into agentic products (AutoGLM) targeting knowledge-work automation. Directly comparable as a Chinese-built agent platform competing for the same enterprise customers and developer talent pool.
• DeepSeek: Hangzhou-based Chinese AI lab shipping open and commercial foundation models with strong reasoning/tool-use capabilities. Comparable as a Chinese frontier-AI competitor targeting enterprise and developer agent workloads.
• Cognition AI: US-based creator of Devin, an autonomous software agent for knowledge work. Comparable as a focused digital-agent startup with a research-to-product ethos and a narrow but deeply capable agent offering.
• Adept AI: US-based agent lab building AI systems that take actions across software tools for enterprise workflows. Comparable as a digital-agent startup targeting knowledge-work automation with reasoning and tool use at the core.

Emerging players

• Figure AI: US-based humanoid-robotics company building embodied intelligence for real-world environments. Comparable on the physical-agent/embodied side of Pragmatik's portfolio, though Pragmatik does not appear hardware-focused.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat3 records

Key risks5 records

Key highlights5 records

Customer concentration

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds2 records

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 Pragmatik Labs