Emergence
Emergence (Merlyn Mind, Inc.) is a New York-based enterprise AI company that builds verified autonomous multi-agent systems for mission-critical environments, combining agentic AI with Lean-based formal verification, and selling to semiconductors, telecom, financial services, and regulated-industry buyers via direct sales, the e& enterprise MENAT channel, and SI partners.
- Company typePrivate
- Founded2024
- HeadquartersNew York, United States
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What Emergence does
Emergence is a New York-headquartered, private enterprise AI company (legally Merlyn Mind, Inc., d/b/a Emergence AI) that builds verified autonomous agentic systems for mission-critical environments. Its core offering is the Emergence Platform, a three-tier "Neuroformal" architecture (Foundation, Intelligence, Transformation layers) that uniquely combines agentic AI with formal verification using the Lean proof assistant, persistent long-context memory, and a multi-agent orchestrator that can combine API and direct web-interface workflows. Named product modules include Emergence Agents, Emergence Assistant, Semantic Intelligence, CRAFT (natural-language data-pipeline automation), the Multi-Agent Orchestrator, and research products such as Agent-E, MathViz-E, Spotlight, and Emergence World; the company also operates the Emergence Research Lab in Bengaluru, India.
The company sells through direct enterprise field sales, a structured SI/consultant partner program, and a flagship regional distribution agreement with e& enterprise covering the MENAT region. Pricing is quote-based and typically multi-year, with deployment options ranging from cloud-agnostic to fully air-gapped on-premises to meet regulated-industry requirements. The company is backed by The Pritzker Organization as a permanent-capital platform and accepted a $300M strategic investment from Russell AI Labs in September 2025; it has also acquired MedEvolve (healthcare RCM, November 2025) and GemTalk Systems (GemStone/S database, April 2026) to extend into healthcare and mission-critical infrastructure.
Emergence's primary verticals are semiconductors, telecom, financial services, and (post-MedEvolve) healthcare, with regulated-industry buyers in banking, healthcare, aviation, and government as a strategic focus. The company reports SOTA technical results including 86% accuracy on the LongMemEval long-context memory benchmark, 10-30% gains over prior SOTA on web-agent benchmarks, and approximately 75% on BIRD-SQL, and has published multiple papers on arXiv; design-partner customers in semiconductor fabrication report "millions of dollars in weekly savings" and a 70% reduction in data governance effort.
Emergence firmographics
Firmographics- Name
- Emergence
- Legal name
- Merlyn Mind, Inc.
- Website
- https://emergence.ai
- Company type
- Private
- Founded year
- 2024
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- Emergence (Merlyn Mind, Inc.) is a New York-based enterprise AI company that builds verified autonomous multi-agent systems for mission-critical environments, combining agentic AI with Lean-based formal verification, and selling to semiconductors, telecom, financial services, and regulated-industry buyers via direct sales, the e& enterprise MENAT channel, and SI partners.
- Ownership category
- akta.pro rank
Emergence industry classification
Industry- Product category
- Enterprise AI Agent Platform
- NAICS
- Computer Systems Design Services (541512), Software Publishers (5132)
- SIC
- Services-Computer Integrated Systems Design (7373), Services-Prepackaged Software (7372)
- akta.pro primary industry
- AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI)
- akta.pro secondary industries
- Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
Keywords
Where Emergence is headquartered
LocationHeadquarters
- HQ city
- New York
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Emergence business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- Enterprise SaaS / Platform Licensing (CRAFT): Enterprise-grade AI agents delivered through the Craft bounded-autonomy platform for automating data pipelines and complex business processes; deployed with design partners in semiconductors, telecom, and financial services.
- Custom Enterprise Engagements (Semiconductors / Mission-Critical): Custom agentic AI deployments for semiconductor design verification to production; partners with leading semiconductor companies and industry-standard yield platforms to deliver full-stack solutions above existing infrastructure.
- Regulated-Industry / On-Premises & Air-Gapped Deployments: Deployment of autonomous AI agents with cloud-agnostic, on-premises, and fully air-gapped configuration options for banking, healthcare, aviation, and government customers requiring full data and model sovereignty, distributed via e& enterprise in MENAT.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Other | Multi-year contract | Quote-based / Not publicly disclosed enterprise pricing |
Go-to-market motion1 record
Distribution channels4 records
Marketing channels7 records
Emergence product offering
Product offeringCore offering
Emergence builds an enterprise agentic AI platform that combines autonomous multi-agent orchestration with formal verification (Neuroformal AI) to deploy verifiable, governed AI agents for mission-critical enterprise workflows. Its core products — the Emergence Platform, Emergence Agents, Emergence Assistant, and Semantic Intelligence — automate data pipelines, semiconductor design verification, and complex web workflows for enterprise customers in semiconductors, telecom, and financial services.
Product overview
Emergence AI delivers a unified enterprise platform (the Emergence Platform) built on a three-tier architecture (Foundation, Intelligence, Transformation layers, branded collectively as Semantic Intelligence) that hosts a portfolio of autonomous agent products. The named modules are Emergence Agents (purpose-built autonomous agents for mission-critical workflows such as semiconductor yield analysis), Emergence Assistant (the user-facing NL interaction surface), and Semantic Intelligence (the governed data/automation layer). Built on top of this foundation are CRAFT (a natural-language data-pipeline automation product), the Multi-Agent Orchestrator (web workflow orchestration), and specialized agents including Agent-E (web navigation), MathViz-E (math visualization), and Spotlight (document key-information extraction). Emergence World serves as a research platform for long-horizon multi-agent autonomy evaluation. The portfolio is developed and extended through the Bengaluru-based Emergence India Labs (EIL), which advances verification-native agent research in collaboration with IISc Bangalore.
Differentiator
Problem solved
Functional benefit
Brands
- Emergence World: Research platform for evaluating long-horizon multi-agent autonomy, featuring 40+ simulated locations and a three-tier tool architecture.
- CRAFT
- Emergence Research Lab
- Emergence India Labs (EIL)
Products and services
- Emergence Platform The flagship enterprise platform that consolidates Emergence Agents, Emergence Assistant, and Semantic Intelligence into a unified suite for transforming raw enterprise data into verified, actionable insights across mission-critical systems. Targeted at large enterprise customers in semiconductors, telecom, and financial services.
- Emergence Agents The agent layer of the Emergence Platform, providing purpose-built autonomous agents that span the semiconductor lifecycle (design verification to production) and other mission-critical workflows, with deterministic, governed, and continually self-improving behavior. For enterprise engineering and operations teams.
- Emergence Assistant The user-facing assistant surface within the Emergence Platform for natural-language interaction with deployed enterprise agentic workflows. Designed for enterprise users interacting with autonomous agents.
- Semantic Intelligence The semantic data layer of the Emergence Platform, implemented as a three-tier framework (Foundation, Intelligence, Transformation layers) for governed enterprise workflow automation with full data and model sovereignty. Targeted at regulated enterprise environments.
- CRAFT A natural-language self-serve platform for automating enterprise data pipelines, enabling non-technical users to build multi-agent workflows using plain English commands; deployed with design partners in semiconductors, telecom, and financial services.
- Emergence Multi-Agent Orchestrator An enterprise-grade multi-agent orchestrator that automates web workflows by combining APIs and direct web interface interactions, enabling real-time task planning, execution, and self-improvement across complex, multi-system enterprise environments.
- Agent-E Autonomous web-navigation agent that achieved best-in-class results on established benchmarks (beating prior SOTA by 10-30%) and provides foundational design principles for agentic systems.
- Emergence World A research platform for observing AI agent behavior over extended autonomous periods, featuring over 40 simulated locations, real-world data integration, and a three-tier tool architecture. Used to stress-test long-term safety of AI agents in simulated societies.
Quantifiable outcome
- 86% accuracy on LongMemEval long-context memory benchmark (state-of-the-art at time of publication)
- +6 more outcomes
Companies that use Emergence
Customer profileIdeal customer profiles3 records
Emergence technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration4 records
AI capability15 records
Feature7 records
Emergence partnerships and signals
Strategic signalPartnerships
Eight partnerships are on record, tiered minor, core and flagship.
- TraversalminorTraversal is a co-participant with Emergence AI at the Crusoe AI Talk event in New York City on May 19, presenting its autonomous AI site reliability engineer for telemetry-driven incident troubleshooting alongside Emergence's showcase of its Craft bounded-autonomy platform.
- CrusoeminorCrusoe is hosting an upcoming AI Talk event in New York City on May 19 featuring Traversal and Emergence AI as participants, exploring topics around AI agent safety, reliability, and governance. No specific commercial agreements or concrete partnerships were detailed.
- GemTalk Systems (acquired)coreGemTalk Systems, the developer and custodian of the GemStone/S object-oriented transactional database platform, announced its acquisition by Emergence (a permanent capital platform backed by The Pritzker Organization) with the transaction closing on April 6, 2026. Financial terms were not disclosed.
- Indian Institute of Science (IISc) BengaluruflagshipLong-term research collaboration: the Bengaluru lab collaborates closely with IISc Bangalore and serves as a core research center. IISc hosts the LeanLang for Verified Autonomy Hackathon (April 2026) and LeanLang Summer School (July 2026), co-organized with Emergence Research Lab leadership including Prasenjit Dey and Siddhartha Gadgil.
- e& enterpriseflagshipStrategic partnership with e& enterprise (digital transformation arm of e&) to deploy next-generation autonomous AI solutions to enterprises across the MENAT region. e& enterprise is the key distribution and implementation partner for the Emergence AI platform, offering deployment flexibility from cloud-agnostic to fully air-gapped on-premises environments for regulated industries.
- NI / EmersoncorePartnership with NI/Emerson for semiconductor yield analysis, supporting Emergence AI's CRAFT platform deployments in semiconductor design verification to production.
- MedEvolve (acquired)coreMedEvolve, a healthcare AI revenue cycle automation company, was acquired by Emergence (backed by The Pritzker Organization) to enhance capabilities in data-driven operational performance management and AI development amidst rising healthcare operational costs.
- AndelacoreAndela and Emergence AI announced an industry-defining partnership to upskill engineers for the agentic AI era. The collaboration is also referenced alongside Emergence's partnerships with NI/Emerson for semiconductor yield analysis and Andela for training engineers in multi-agent system technologies.
Scale indicators10 records
Recent moves7 records
Expansion highlights8 records
Emergence competitors and assessment
Company assessmentDirect peers
- Sierra AI: Bret Taylor's enterprise conversational AI agent platform focused on customer experience automation for large enterprises. Directly comparable as a venture-backed startup building production-grade AI agents for large enterprise customers with emphasis on safety and reliability.
- Adept: Enterprise agentic AI company building AI agents that interact with software tools and APIs to automate enterprise workflows. Directly comparable as a peer building autonomous multi-step agents for enterprise productivity and process automation.
- Cognition AI: Developer of Devin, an autonomous AI software engineering agent. Comparable as a venture-backed company building autonomous agents for enterprise knowledge work, with similar focus on multi-step planning, tool use, and self-improvement.
- MultiOn: Autonomous web agent company building AI agents that navigate and execute web workflows on behalf of users. Directly comparable to Emergence's Multi-Agent Orchestrator and Agent-E offerings for web workflow automation.
Emerging players
- CrewAI: Framework and platform for orchestrating multi-agent AI workflows in enterprise settings. Comparable as a peer in the multi-agent orchestration space with similar enterprise developer tooling focus.
- LangChain: Framework and platform for building LLM-powered applications and agents, with LangGraph for multi-agent orchestration. Comparable as infrastructure layer for building enterprise agentic applications similar to Emergence Platform.
- Aisera: Enterprise AI agent platform for IT, HR, customer service, and operations automation. Comparable as venture-backed peer building domain-specific AI agents for enterprise service automation, overlapping with Emergence's regulated-vertical positioning.
Broad incumbents
- Salesforce (Agentforce): CRM giant with Agentforce, an enterprise agentic AI platform for sales, service, and marketing automation. Comparable as broad incumbent delivering agentic AI to enterprise customers with similar use cases in workflow automation.
- ServiceNow: Enterprise workflow automation platform that has added agentic AI capabilities for IT, HR, and customer service automation. Comparable as broad incumbent in enterprise process automation, the same category Emergence targets with its agentic platform.
- UiPath: Public enterprise RPA and process automation platform that has expanded into AI-powered agentic automation. Comparable as incumbent in the enterprise process automation category where Emergence positions its CRAFT data-pipeline platform.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat7 records
Key risks6 records
Key highlights7 records
Customer concentration
Emergence social profiles
Digital presenceEmergence financial estimates
Financial estimateRevenue estimate
Valuation estimate
Emergence leadership team
Management profileNumber of profiles
Profiles8 records
Emergence subsidiaries and ownership
Company hierarchySubsidiaries4 records
Emergence funding detail
Funding detailFunding overview
Funding rounds2 records
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Emergence M&A and investment
M&A and investmentM&A
Investments2 records
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Emergence
What does Emergence do?
Emergence builds an enterprise agentic AI platform that combines autonomous multi-agent orchestration with formal verification (Neuroformal AI) to deploy verifiable, governed AI agents for mission-critical enterprise workflows. Its core products — the Emergence Platform, Emergence Agents, Emergence Assistant, and Semantic Intelligence — automate data pipelines, semiconductor design verification, and complex web workflows for enterprise customers in semiconductors, telecom, and financial services.
Is Emergence a public or private company?
Emergence is a private company. It is classified as corporate owned and is currently operating.
When was Emergence founded?
Emergence was founded in 2024. It employs 101 to 250 people.
Where is Emergence based?
Emergence is headquartered in New York, United States, in the North America region.
How does Emergence make money?
Three revenue lines are on record. Enterprise SaaS / Platform Licensing (CRAFT) is the primary driver. The others are custom Enterprise Engagements (Semiconductors / Mission-Critical) and regulated-Industry / On-Premises & Air-Gapped Deployments.
Who are Emergence's main competitors?
Direct peers on record are Sierra AI, Adept, Cognition AI and MultiOn. Emerging players are CrewAI, LangChain and Aisera. Broad incumbents are Salesforce (Agentforce), ServiceNow and UiPath.
Does Emergence have an API?
No public API is recorded for Emergence.
What industry is Emergence in?
Emergence's product category is Enterprise AI Agent Platform. Its primary akta.pro industry code is HDAEANAI, AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI), with a secondary code of HDAAACAF, Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent). Its NAICS code is 541512 and its SIC code is 7373.