Empiric, Inc.

What Empiric, Inc. does

Empiric, Inc. (trading as Empiric AI; legal entity Empiric Strategies Pte Ltd, incorporated in Singapore) builds bespoke AI infrastructure for sovereign governments, financial institutions, global brands, and industrial operators. The firm is organized around four practice areas — Sovereign AI, Institutional AI, Enterprise AI, and Industrial AI — and delivers through a three-phase engagement model (Strategy, Delivery, Operations) in which the same engineers who shape strategy also build the system. Rather than a productized platform, every engagement is a custom mandate governed by separate written agreements and priced on a quote basis; reference deployments include a national sustainability tracking platform monitoring $150M across 27 initiatives, an AI investment-committee member reviewing 150+ motions across 90 risk dimensions for a $4B-AUM family office, an $8B-TAM financial modeling engine for a luxury brand's new-market entry, and an end-to-end supply chain platform integrating 80 suppliers and tracking $300M in catalog value.

The underlying technology architecture treats AI models as interchangeable components rather than foundational dependencies, with systems deployed on client infrastructure (on-premise, private cloud, or hybrid) using client-controlled keys and configurable data residency across EU, US, UK, GCC, and APAC jurisdictions. The stack emphasizes governance, audit trails, evaluation harnesses, and documentation, with full reasoning shown for every recommendation; this is positioned as infrastructure designed to absorb model and vendor changes rather than be broken by them. Compliance frameworks — SOC 2, ISO 27001, HIPAA, GDPR — are designed into the system from inception, with quarterly live-system reviews.

Empiric generates revenue through enterprise AI infrastructure services billed as managed services and professional services. Go-to-market is exclusively direct enterprise field sales, initiated through a thirty-minute confidential briefing conversation, with no channel partners, resellers, or self-serve distribution. The firm operates from Singapore (registered headquarters), Dubai (Emirates Towers, DIFC, regional Gulf headquarters), and Hong Kong, and reports $12.4B under decision-intelligence systems, 37 production mandates since 2019, 94% client retention beyond first engagement, and a customer roster that includes BMW, Gucci, Versace, Porsche, Red Bull, Starbucks, DAMAC, and Dunkin'.

Name

Empiric, Inc.

Legal name

Empiric Strategies Pte Ltd

Website

https://empiric.io

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

1–10 employees

Short description

Empiric AI builds bespoke AI infrastructure — sovereign, institutional, enterprise, and industrial — for governments, financial institutions, global brands, and physical-world operators, delivering through direct, quote-based engagements.

Ownership category

akta.pro rank

Product category

AI Infrastructure Services

NAICS

Computer Systems Design Services (541512), Computer Systems Design and Related Services (5415)

SIC

Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies) (HDAEANAE), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

Keywords

• AI infrastructure services
• Decision intelligence systems
• Enterprise AI consulting
• Sovereign AI platforms
• Industrial AI solutions

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices3 records

Markets served

GTM type

B2B

Offering type

Services

Cost components

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

Revenue model

1. Enterprise AI Infrastructure Services: Custom AI infrastructure engagements for sovereign, institutional, enterprise, and industrial clients. Engagements begin with strategic assessment, proceed through delivery and integration, and include operational support post-launch. Revenue derived from professional services and managed services associated with building and operating custom AI systems. Engagements are governed by separate written agreements.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels3 records

Core offering

Empiric builds AI as durable, inheritable infrastructure for sovereign governments, banks and family offices, global brands, and industrial operators, delivering bespoke mandates that integrate data, workflow logic, governance, evaluation harnesses, and operational layers. Engagements run through three phases — Strategy, Delivery, and Operations — and are organized around four practice areas: Sovereign AI, Institutional AI, Enterprise AI, and Industrial AI. Systems are deployed on client infrastructure (on-premise, private cloud, or hybrid) with client-controlled keys and configurable data residency across EU, US, UK, GCC, and APAC jurisdictions.

Product overview

Empiric AI operates as a single unified AI services company organized around four practice areas: Sovereign AI, Institutional AI, Enterprise AI, and Industrial AI. Rather than a productized platform, Empiric delivers bespoke AI mandates tailored to each client's specific requirements. The company's engagement approach follows three phases—Strategy, Delivery, and Operations—where engineers who shaped the strategy also build the system. Each practice area targets a distinct market segment: governments and ministries (Sovereign AI), banks and family offices (Institutional AI), global brands (Enterprise AI), and infrastructure/logistics operators (Industrial AI). Client work includes national sustainability tracking platforms, AI investment committee members, financial modeling engines for market entry, and global supply chain visibility platforms.

Differentiator

Problem solved

Functional benefit

Products and services

• Sovereign AI Bespoke AI infrastructure mandate for governments, ministries, and state-owned enterprises, designed around national platforms for tracking and verifying state-funded initiatives. Engagements are delivered on the client's terms — on-premise, private cloud, or hybrid — with data residency managed to national jurisdictions and built against SOC 2, ISO 27001, HIPAA, and GDPR frameworks.
• Institutional AI Bespoke AI infrastructure mandate for banks, family offices, and regulated capital institutions, built so that every decision is defensible and every model is audit-ready. Engagements include AI investment committee members and continuous risk-review systems across large motion counts, with full reasoning shown for every recommendation.
• Enterprise AI Bespoke AI infrastructure mandate for global brands, maisons, and marques operating at scale where the brand is the primary asset. Engagements centre on financial modeling engines, supply/distribution/demand modeling, and brand-asset optimization for new-market entry and other defensible strategic decisions.
• Industrial AI Bespoke AI infrastructure mandate for infrastructure, energy, logistics, and grid operators requiring AI built for the physical world and engineered for scale. Engagements deliver end-to-end supply chain visibility platforms, real-time disruption monitoring across multiple categories, and downstream impact modeling to protect customer commitments.

Quantifiable outcome

• US$12.4bn under decision-intelligence systems
• +7 more outcomes

Named customers12 records

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability11 records

Feature4 records

Scale indicators5 records

Recent moves5 records

Expansion highlights4 records

Direct peers

• C3.ai: Enterprise AI platform and applications company delivering bespoke AI systems to large enterprises and government agencies; comparable in custom-model-deployment orientation and target buyer (Fortune 500 / public sector), though more productized than Empiric's services model.
• Scale AI: Provides AI infrastructure, evaluation, and deployment services to enterprises, governments, and frontier-model builders; comparable in custom AI system delivery to sophisticated institutional buyers, though Scale leans more toward data/evaluation than governance-and-audit positioning.
• H2O.ai: Enterprise AI platform with strong regulated-industry (banking, insurance, healthcare) footprint and open-source model deployment options; comparable in serving audit-sensitive buyers and offering on-premise deployment models.
• Palantir Technologies: Builds data and AI infrastructure (Foundry, Gotham) for governments, financial institutions, and large enterprises with an emphasis on auditability, deployment on client infrastructure, and regulated-industry use cases — the closest functional analogue to Empiric's sovereign and institutional AI practices.
• DataRobot: Enterprise AI/ML platform with deep deployment and lifecycle management capabilities for regulated industries; comparable in serving institutions that need auditable, governed AI deployments across their data estate.

Broad incumbents

• BCG Gamma: BCG's data science and AI consulting practice serving large enterprises globally; comparable in high-touch custom AI delivery to strategic buyers, with a similar investment-committee / decision-support narrative.
• IBM watsonx: IBM's enterprise AI platform and consulting arm targeting regulated industries (banking, government, healthcare) with strong governance and audit positioning; competes for the same institutional AI budgets via a broader product-plus-services offering.
• Accenture: Global professional services firm with a large dedicated AI practice (Accenture AI, including acquisitions like Mudano) serving exactly the same Fortune 500 / regulated-buyer segment as Empiric; competes on global delivery scale rather than architectural differentiation.
• QuantumBlack (McKinsey): McKinsey's AI and analytics arm, delivering custom decision-intelligence and AI infrastructure to C-suite buyers in financial services, luxury, and industrials — overlaps Empiric's enterprise-AI practice area at the strategy-to-delivery interface.

Emerging players

• Faculty AI: UK-based applied AI services firm building decision-support and forecasting systems for regulated enterprises and government; closely comparable in custom-AI-for-institutions positioning and 'AI as decision infrastructure' narrative, though smaller and Europe-focused.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/empiricio

Compliance4 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles4 records

Funding overview

Funding rounds

Investors

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 Empiric, Inc.