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Macrocosm

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uuid00eu836

Namestring
Macrocosm
Legal namestring
Macrocosm, Inc.
Websiteurl
macrocosm.group
Company typeenum
Private
Founded yearint
2023
Descriptiontext

Macrocosm is a Delaware-incorporated public benefit corporation, founded in 2023 and headquartered in Brooklyn, NY, that builds agent-based AI simulation software to model the global economy from the bottom up. The company emerged from a research group at Oxford's Institute for New Economic Thinking that had been developing complexity-economics models since 2008; it now sells to five enterprise verticals — asset managers, energy firms, central banks, insurance companies (insurers, reinsurers, Lloyd's syndicates), and policymakers. Customers use the simulations to stress-test portfolio exposure, underwrite supply-chain risk, forecast energy markets and the energy transition, and inform macroeconomic policy decisions under conditions where traditional DSGE/VAR models and extrapolative machine learning break down.

The product portfolio rests on a shared agent-based AI framework in which simulated agents behave like real economic entities (investing, competing, failing, responding to shocks) and is delivered through three product surfaces: a Supply Chain Risk Simulator spanning 80 countries and 49 sectors, an Energy Investment & Risk Simulator that operates as a 1:1 digital twin of the energy system with ML-powered Bayesian inference, and a Macroeconomic Forecaster that produces GDP, inflation, employment, and labor-market transitions from emergent agent behavior. Validation is published openly and is reinforced through white papers such as the Hormuz Closure Analysis Report. Supporting AI infrastructure includes Senior AI Researchers, ML-based Bayesian inference for calibrated probabilistic forecasts, and counterfactual simulation capabilities explicitly designed for novel shocks without historical precedent.

Macrocosm operates an enterprise sales-led motion with no public pricing; engagement is gated behind demo booking and white-paper downloads. The marketing approach relies on thought leadership through a Substack newsletter, research publications, and earned media in The Guardian, FT, Bloomberg, WSJ, NYTimes, and The Flux podcast. Strategic distribution signals include BCG as a partner/client logo and a December 2025 securities offering of nearly $4 million (approximately $2.6-2.83M sold to date), led by Aioi Nissay Dowa Insurance with participation from Dangerous Ventures and Inovia Capital. As a public benefit corporation the company is structured to balance financial and mission objectives around translating complexity-economics research into actionable economic decision tools.

Short descriptiontext

Macrocosm builds agent-based AI simulation software that models the global economy from the bottom up, serving asset managers, energy firms, central banks, insurers, and policymakers with supply-chain, energy-market, and macroeconomic forecasting tools.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersBrooklyn, United States
HQ citystring
Brooklyn
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
agent-based simulation, economic risk modeling, supply chain analytics, macroeconomic forecasting, complexity economics software
Industry2 codes
1Economic & Macroeconomic Research
CodeBPAHALADPrimaryYes
2Model Risk Management & AI Governance (validation, monitoring, explainability)
CodeFSAGAFALPrimaryNo
NAICS code2 codes
  • Portfolio Management and Investment Advice523940
  • Miscellaneous Financial Investment Activities523999
SIC code1 code
  • Investment Advice6282
Product category
Economic Risk Simulation Software
No data
GTM motion3 records

Each record includes

Type, Description, Source

Revenue model1 record
1Enterprise Simulation Services
TypeSubscription Recurring
Description

B2B subscription or project-based services providing access to proprietary agent-based simulation platforms for supply chain risk, energy investment, and macroeconomic forecasting. Revenue likely generated through enterprise contracts with asset managers, energy firms, central banks, insurance companies, and policymakers.

macrocosm.group
Marketing channels5 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Macrocosm develops and sells agent-based AI simulation platforms that model the world economy from the bottom up, enabling enterprises and policymakers to quantify risk from supply chain shocks, energy market dynamics, and macroeconomic shifts. Its three core products (Supply Chain Risk Simulator, Energy Investment & Risk Simulator, and Macroeconomic Forecaster) share a unified complexity-economics framework validated through openly published benchmarking.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 3 values shown
  • A 15-week Strait of Hormuz conflict is 2.4 times more damaging than an 8-week one (not proportionally worse, but dramatically so)
+2 more records
Product overview1 text field

Macrocosm is a public benefit corporation founded in 2023 that offers a suite of agent-based AI simulation solutions for economic decision-making. The company provides three core products: the Supply Chain Risk Simulator, the Energy Investment & Risk Simulator, and the Macroeconomic Forecaster. These products share a unified agent-based AI framework that integrates climate, macroeconomic, and geopolitical risk into a single testable framework. The Supply Chain Risk Simulator quantifies financial impact of supply shocks, the Energy Investment & Risk Simulator provides energy market forecasts using a digital twin approach, and the Macroeconomic Forecaster produces bottom-up behavioral simulations of key macro indicators. All products are built on complexity economics principles using adaptable AI agents that behave like real economic entities.

Product and service3 records
1Supply Chain Risk Simulator
CategorySupply Chain Risk Simulation
Description

Quantifies financial impact of supply shocks before they occur by simulating cascading ripples through the supply network. Tracks how disruptions propagate week by week across 80 countries and 49 sectors, with impact quantified at firm, sector, country, or regional granularity. Used by insurers, reinsurers, and Lloyd's syndicates for underwriting, accumulation analysis, stress testing, and regulatory reporting.

2Energy Investment & Risk Simulator
CategoryEnergy Market Simulation
Description

A 1:1 digital twin of the energy system built for investment and risk decisions. Defines every generator, transmission line, and market participant with physical and economic causality, runs counterfactuals, adapts to new information via ML-powered Bayesian inference, and trains decision-making bidding agents. Used by energy firms and infrastructure investors for probabilistic forecasts with calibrated uncertainty.

3Macroeconomic Forecaster
CategoryMacroeconomic Forecasting
Description

Provides forecasts of key macro indicators (GDP, inflation, employment, labor market transitions) using bottom-up behavioral simulation. Emergent aggregates are generated from simulated agent behavior to capture trends even when the economy is pushed out of equilibrium. Used by central banks and asset managers to model nonlinear responses, occupational mobility, and sectoral dynamics under novel shocks.

Scale indicator3 records

Each record includes

Type, Value, Description, Source

Partnership3 partners
Strategic tierCoreTypeStrategic or Co-development Partner
Description

BCG appears as a selected partner/client logo on the Macrocosm website, suggesting a strategic relationship possibly involving client referrals, co-development, or consulting collaboration around complexity economics applications.

2CP Foundation
Strategic tierMinorTypeStrategic or Co-development Partner
Description

CP Foundation appears as a partner/client logo on the Macrocosm website. Nature of partnership not explicitly detailed in available sources.

macrocosm.group
3Anonymous Partner Logos (Partner 1, Partner 2)
Strategic tierMinorTypeOthers
Description

Two unnamed partner logos appear in the selected partners and clients section. Partner identities not disclosed in available source content.

macrocosm.group
Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
1Elementum
TypeDirect peer
Description

Supply chain risk management platform providing event-driven disruption monitoring and impact analytics for Fortune 500 enterprises. Direct competitor to Macrocosm's supply chain offering with overlap in supplier network exposure use cases.

TypeBroad incumbent
Description

Independent macroeconomic research provider serving asset managers, banks, corporates, and governments. Comparable in macroeconomic forecasting business with established enterprise subscription model.

TypeDirect peer
Description

Provider of Plexos and Aurora energy market simulation software, used by utilities, regulators, and traders for energy investment and risk decisions. Direct competitor to Macrocosm's Energy Investment & Risk Simulator.

TypeEmerging player
Description

Catastrophe and supply chain risk modeling firm using high-resolution simulation for insurance and reinsurance clients. Comparable in agent-based / simulation methodology and in serving insurance accumulation and stress testing use cases.

TypeBroad incumbent
Description

Established macroeconomic forecasting and economic research firm serving enterprises, governments, and asset managers. Direct competitor to Macrocosm's Macroeconomic Forecaster with decades of customer relationships and proprietary datasets.

TypeDirect peer
Description

French company providing digital twin simulation with agent-based modeling for industrial, energy, and infrastructure decisions. Closely aligned with Macrocosm on digital twin architecture and enterprise simulation-as-a-service business model.

TypeDirect peer
Description

Founded as agent-based economic modeling firm (acquired by Moody's in 2022). Built simulation models for financial and economic risk using bottom-up agent frameworks — the same architectural paradigm Macrocosm uses. Most direct comparable in methodology and customer base.

TypeEmerging player
Description

Agent-based simulation platform for decision support across finance, defense, and public sector. Comparable in methodology (agent-based simulation) and customer segments (enterprise and government), though less commercially mature in economic forecasting.

TypeDirect peer
Description

Supply chain risk management vendor serving enterprise procurement and supply chain teams with disruption monitoring and risk analytics. Adjacent competitor to Macrocosm's Supply Chain Risk Simulator with established enterprise customer base.

TypeDirect peer
Description

Supply chain risk management platform providing multi-tier supplier visibility, disruption monitoring, and impact analytics. Direct competitor to Macrocosm's Supply Chain Risk Simulator for enterprise supply chain exposure use cases.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers4 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment5 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile5 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

AI capability6 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature4 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles9 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds2 records

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors3 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Macrocosm

Economic Risk Simulation Softwaremacrocosm.group

Macrocosm builds agent-based AI simulation software that models the global economy from the bottom up, serving asset managers, energy firms, central banks, insurers, and policymakers with supply-chain, energy-market, and macroeconomic forecasting tools.

What Macrocosm does

Macrocosm is a Delaware-incorporated public benefit corporation, founded in 2023 and headquartered in Brooklyn, NY, that builds agent-based AI simulation software to model the global economy from the bottom up. The company emerged from a research group at Oxford's Institute for New Economic Thinking that had been developing complexity-economics models since 2008; it now sells to five enterprise verticals — asset managers, energy firms, central banks, insurance companies (insurers, reinsurers, Lloyd's syndicates), and policymakers. Customers use the simulations to stress-test portfolio exposure, underwrite supply-chain risk, forecast energy markets and the energy transition, and inform macroeconomic policy decisions under conditions where traditional DSGE/VAR models and extrapolative machine learning break down.

The product portfolio rests on a shared agent-based AI framework in which simulated agents behave like real economic entities (investing, competing, failing, responding to shocks) and is delivered through three product surfaces: a Supply Chain Risk Simulator spanning 80 countries and 49 sectors, an Energy Investment & Risk Simulator that operates as a 1:1 digital twin of the energy system with ML-powered Bayesian inference, and a Macroeconomic Forecaster that produces GDP, inflation, employment, and labor-market transitions from emergent agent behavior. Validation is published openly and is reinforced through white papers such as the Hormuz Closure Analysis Report. Supporting AI infrastructure includes Senior AI Researchers, ML-based Bayesian inference for calibrated probabilistic forecasts, and counterfactual simulation capabilities explicitly designed for novel shocks without historical precedent.

Macrocosm operates an enterprise sales-led motion with no public pricing; engagement is gated behind demo booking and white-paper downloads. The marketing approach relies on thought leadership through a Substack newsletter, research publications, and earned media in The Guardian, FT, Bloomberg, WSJ, NYTimes, and The Flux podcast. Strategic distribution signals include BCG as a partner/client logo and a December 2025 securities offering of nearly $4 million (approximately $2.6-2.83M sold to date), led by Aioi Nissay Dowa Insurance with participation from Dangerous Ventures and Inovia Capital. As a public benefit corporation the company is structured to balance financial and mission objectives around translating complexity-economics research into actionable economic decision tools.

Macrocosm firmographics

Firmographics
Name
Macrocosm
Legal name
Macrocosm, Inc.
Website
https://macrocosm.group
Company type
Private
Founded year
2023
Operating status
Operating
Headcount range
11–50 employees
Short description
Macrocosm builds agent-based AI simulation software that models the global economy from the bottom up, serving asset managers, energy firms, central banks, insurers, and policymakers with supply-chain, energy-market, and macroeconomic forecasting tools.
Ownership category
akta.pro rank

Macrocosm industry classification

Industry
Product category
Economic Risk Simulation Software
NAICS
Portfolio Management and Investment Advice (523940), Miscellaneous Financial Investment Activities (523999)
SIC
Investment Advice (6282)
akta.pro primary industry
Economic & Macroeconomic Research (BPAHALAD)
akta.pro secondary industry
Model Risk Management & AI Governance (validation, monitoring, explainability) (FSAGAFAL)

Keywords

  • Agent-based simulation
  • Economic risk modeling
  • Supply chain analytics
  • Macroeconomic forecasting
  • Complexity economics software

Where Macrocosm is headquartered

Location

Headquarters

HQ city
Brooklyn
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Macrocosm business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

  1. Enterprise Simulation Services: B2B subscription or project-based services providing access to proprietary agent-based simulation platforms for supply chain risk, energy investment, and macroeconomic forecasting. Revenue likely generated through enterprise contracts with asset managers, energy firms, central banks, insurance companies, and policymakers.

Go-to-market motion3 records

Distribution channels1 record

Marketing channels5 records

Macrocosm product offering

Product offering

Core offering

Macrocosm develops and sells agent-based AI simulation platforms that model the world economy from the bottom up, enabling enterprises and policymakers to quantify risk from supply chain shocks, energy market dynamics, and macroeconomic shifts. Its three core products (Supply Chain Risk Simulator, Energy Investment & Risk Simulator, and Macroeconomic Forecaster) share a unified complexity-economics framework validated through openly published benchmarking.

Product overview

Macrocosm is a public benefit corporation founded in 2023 that offers a suite of agent-based AI simulation solutions for economic decision-making. The company provides three core products: the Supply Chain Risk Simulator, the Energy Investment & Risk Simulator, and the Macroeconomic Forecaster. These products share a unified agent-based AI framework that integrates climate, macroeconomic, and geopolitical risk into a single testable framework. The Supply Chain Risk Simulator quantifies financial impact of supply shocks, the Energy Investment & Risk Simulator provides energy market forecasts using a digital twin approach, and the Macroeconomic Forecaster produces bottom-up behavioral simulations of key macro indicators. All products are built on complexity economics principles using adaptable AI agents that behave like real economic entities.

Differentiator

Problem solved

Functional benefit

Products and services

  • Supply Chain Risk Simulator Quantifies financial impact of supply shocks before they occur by simulating cascading ripples through the supply network. Tracks how disruptions propagate week by week across 80 countries and 49 sectors, with impact quantified at firm, sector, country, or regional granularity. Used by insurers, reinsurers, and Lloyd's syndicates for underwriting, accumulation analysis, stress testing, and regulatory reporting.
  • Energy Investment & Risk Simulator A 1:1 digital twin of the energy system built for investment and risk decisions. Defines every generator, transmission line, and market participant with physical and economic causality, runs counterfactuals, adapts to new information via ML-powered Bayesian inference, and trains decision-making bidding agents. Used by energy firms and infrastructure investors for probabilistic forecasts with calibrated uncertainty.
  • Macroeconomic Forecaster Provides forecasts of key macro indicators (GDP, inflation, employment, labor market transitions) using bottom-up behavioral simulation. Emergent aggregates are generated from simulated agent behavior to capture trends even when the economy is pushed out of equilibrium. Used by central banks and asset managers to model nonlinear responses, occupational mobility, and sectoral dynamics under novel shocks.

Quantifiable outcome

  • A 15-week Strait of Hormuz conflict is 2.4 times more damaging than an 8-week one (not proportionally worse, but dramatically so)
  • +2 more outcomes

Companies that use Macrocosm

Customer profile

Named customers4 records

Segments5 records

Ideal customer profiles5 records

Macrocosm technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature4 records

Macrocosm partnerships and signals

Strategic signal

Partnerships

Three partnerships are on record, tiered core and minor.

  • BCG (Boston Consulting Group)coreStrategic or Co-development PartnerBCG appears as a selected partner/client logo on the Macrocosm website, suggesting a strategic relationship possibly involving client referrals, co-development, or consulting collaboration around complexity economics applications.
  • CP FoundationminorStrategic or Co-development PartnerCP Foundation appears as a partner/client logo on the Macrocosm website. Nature of partnership not explicitly detailed in available sources.
  • Anonymous Partner Logos (Partner 1, Partner 2)minorOthersTwo unnamed partner logos appear in the selected partners and clients section. Partner identities not disclosed in available source content.

Scale indicators3 records

Recent moves6 records

Expansion highlights6 records

Macrocosm competitors and assessment

Company assessment

Direct peers

  • Elementum: Supply chain risk management platform providing event-driven disruption monitoring and impact analytics for Fortune 500 enterprises. Direct competitor to Macrocosm's supply chain offering with overlap in supplier network exposure use cases.
  • Energy Exemplar: Provider of Plexos and Aurora energy market simulation software, used by utilities, regulators, and traders for energy investment and risk decisions. Direct competitor to Macrocosm's Energy Investment & Risk Simulator.
  • Cosmo Tech: French company providing digital twin simulation with agent-based modeling for industrial, energy, and infrastructure decisions. Closely aligned with Macrocosm on digital twin architecture and enterprise simulation-as-a-service business model.
  • MBI Deep: Founded as agent-based economic modeling firm (acquired by Moody's in 2022). Built simulation models for financial and economic risk using bottom-up agent frameworks — the same architectural paradigm Macrocosm uses. Most direct comparable in methodology and customer base.
  • Risk Methods: Supply chain risk management vendor serving enterprise procurement and supply chain teams with disruption monitoring and risk analytics. Adjacent competitor to Macrocosm's Supply Chain Risk Simulator with established enterprise customer base.
  • Resilinc: Supply chain risk management platform providing multi-tier supplier visibility, disruption monitoring, and impact analytics. Direct competitor to Macrocosm's Supply Chain Risk Simulator for enterprise supply chain exposure use cases.

Broad incumbents

  • Capital Economics: Independent macroeconomic research provider serving asset managers, banks, corporates, and governments. Comparable in macroeconomic forecasting business with established enterprise subscription model.
  • Oxford Economics: Established macroeconomic forecasting and economic research firm serving enterprises, governments, and asset managers. Direct competitor to Macrocosm's Macroeconomic Forecaster with decades of customer relationships and proprietary datasets.

Emerging players

  • KatRisk: Catastrophe and supply chain risk modeling firm using high-resolution simulation for insurance and reinsurance clients. Comparable in agent-based / simulation methodology and in serving insurance accumulation and stress testing use cases.
  • Sandtable: Agent-based simulation platform for decision support across finance, defense, and public sector. Comparable in methodology (agent-based simulation) and customer segments (enterprise and government), though less commercially mature in economic forecasting.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

Macrocosm financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Macrocosm leadership team

Management profile

Number of profiles

Profiles9 records

Macrocosm funding detail

Funding detail

Funding overview

Funding rounds2 records

Investors3 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Macrocosm M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Macrocosm

What does Macrocosm do?

Macrocosm develops and sells agent-based AI simulation platforms that model the world economy from the bottom up, enabling enterprises and policymakers to quantify risk from supply chain shocks, energy market dynamics, and macroeconomic shifts. Its three core products (Supply Chain Risk Simulator, Energy Investment & Risk Simulator, and Macroeconomic Forecaster) share a unified complexity-economics framework validated through openly published benchmarking.

Is Macrocosm a public or private company?

Macrocosm is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was Macrocosm founded?

Macrocosm was founded in 2023. It employs 11 to 50 people.

Where is Macrocosm based?

Macrocosm is headquartered in Brooklyn, United States, in the North America region.

How does Macrocosm make money?

One revenue line is on record: enterprise Simulation Services.

Who are Macrocosm's main competitors?

Direct peers on record are Elementum, Energy Exemplar, Cosmo Tech, MBI Deep, Risk Methods and Resilinc. Broad incumbents are Capital Economics and Oxford Economics. Emerging players are KatRisk and Sandtable.

Does Macrocosm have an API?

No public API is recorded for Macrocosm.

What industry is Macrocosm in?

Macrocosm's product category is Economic Risk Simulation Software. Its primary akta.pro industry code is BPAHALAD, Economic & Macroeconomic Research, with a secondary code of FSAGAFAL, Model Risk Management & AI Governance (validation, monitoring, explainability). Its NAICS code is 523940 and its SIC code is 6282.

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