FAIT

What FAIT does

FAIT (legal entity FAIT Solutions Pte. Ltd.) is a Singapore-headquartered enterprise SaaS company that sells an AI-Driven Integration (ADI) platform used by financial institutions and other regulated organizations to automate the mapping, transformation, and execution of data flows between enterprise applications. The company's flagship product, FAIT Core, is composed of three modules: FAIT Analyze (AI-driven semantic mapping), FAIT Build (automated conversion of mappings into executable transformation code with unit tests), and FAIT Run (a cloud-based runtime for executing transformations with operational monitoring). An add-on suite called FAIT++ extends the platform with Transactional Data Lineage, AI-Driven Reconciliation, AI-Driven Test Management, AI-Supported Project Management and Governance, Customer AI Agent, and Lift-and-Shift Migration tooling. Under the hood, FAIT uses a proprietary model abstraction layer to route tasks across multiple third-party LLMs (Claude, GPT-4o, DeepSeek), leverages a proprietary mapping language (FML), and has published the FADM-1 benchmark for evaluating LLMs on real-world enterprise integration tasks.

The company operates a sales-led, enterprise field-sales go-to-market with 'Request Demo' CTAs and quote-based pricing, targeting banks, asset managers, and trading firms in APAC that face regulatory reporting burdens such as MAS OTC derivatives reporting and the HKMA trade reporting rewrite. Named customers include Fortlake Asset Management (a $1B+ AUM alternative fixed-income manager) and Brahman Capital Management (MAS OTC derivatives reporting). Marketing is concentrated in thought leadership (co-founder blog posts, technical whitepapers), industry events (Echelon 2024, API Days Singapore 2025, AI Festival Asia 2025, SuperAI Genesis 2024), webinars with regulatory consultants, and LinkedIn. FAIT is privately held with no disclosed institutional funding; it was founded in 2020 by Aaron Hallmark (former CEO of Catena Technologies and regional director at Calypso Technology) and Dr. Corey Manders (AI researcher, founder of BetaSight Technology), and the firm has approximately 8 employees serving clients in Singapore, Australia, and Hong Kong.

Name

FAIT

Legal name

FAIT Solutions Pte. Ltd.

Website

https://fait.ai

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

1–10 employees

Short description

FAIT is a Singapore-based enterprise SaaS company that sells an AI-Driven Integration platform automating data mapping, transformation, and execution for financial institutions and other regulated organizations in APAC.

Ownership category

akta.pro rank

Product category

Enterprise Application Integration

NAICS

Computer Systems Design and Related Services (54151), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182), Software Publishers (513210)

SIC

Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371), Services-Prepackaged Software (7372)

akta.pro primary industry

AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI)

akta.pro secondary industries

Data Engineering, Integration & ETL/ELT Services (BPAEAHAB), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), Managed Application Platforms (App PaaS & Runtime Services) (HDABAAAD)

Keywords

• Enterprise application integration
• AI-driven data mapping
• Regulatory reporting automation
• Data lineage management
• Financial services integration

Headquarters

HQ city

Singapore

HQ country

Singapore

HQ region

Asia

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Enterprise SaaS Platform Subscription: FAIT operates as an enterprise SaaS platform offering AI-driven integration solutions. The platform is described as a subscription-based service with core components (FAIT Core) and value-added functionalities (FAIT++). Pricing appears to be tailored to enterprise needs with 'Request Demo' CTAs indicating a sales-assisted motion rather than self-serve pricing.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

FAIT sells an enterprise AI-driven integration platform that automates the business analysis of mapping data between enterprise applications. The platform centers on the FAIT Core suite — covering Analyze, Build, and Run — together with the FAIT++ add-on modules that extend functionality into data lineage, reconciliation, test management, project governance, and AI-assisted production change management. The offering is delivered as SaaS to regulated enterprises that need auditable, AI-assisted data movement and reconciliation across complex application estates.

Product overview

FAIT is an AI-driven enterprise integration platform that combines a core product with modular add-on functionality. The FAIT Core platform consists of three integrated components: Analyze (AI-Driven Mapping), Build (Automated Transform Development), and Run (Runtime Environment), which together automate the entire integration lifecycle from data mapping through production deployment. The FAIT++ add-on suite extends the platform with specialized capabilities including Transactional Data Lineage, AI-Driven Reconciliation, AI-Driven Test Management, AI-Supported Project Management/Governance/Change Management, Business Rules Plug-In, Customer AI Agent, and Lift-and-Shift migration tools. The platform targets regulated industries including financial services, telecom, medical, transportation, and energy, with particular strength in regulatory compliance reporting.

Differentiator

Problem solved

Functional benefit

Brands

• FAIT Core: Core AI-driven integration platform consisting of Analyze (AI-Driven Mapping), Build (Automated Transform Development), and Run (Runtime Environment) components
• FAIT++

Products and services

• FAIT Core FAIT Core is the company's flagship enterprise AI-driven integration platform, providing three modules — Analyze (automated mapping of data between enterprise applications), Build (AI-driven transformation and code generation), and Run (cloud-based runtime environment to execute integrations). It is sold to regulated enterprises, particularly in financial services, that need to automate the historically manual work of application-to-application data integration.
• FAIT++ Add-On Suite FAIT++ is a suite of add-on modules sold alongside FAIT Core to extend platform capabilities into data lineage, reconciliation, testing, project management, project governance, and AI-supported production change management. It is offered to enterprises that need to extend their core integration deployment with audit-grade lineage, automated reconciliation, and AI-assisted program governance.

Quantifiable outcome

• 400x faster business analysis of data mapping
• +5 more outcomes

Named customers2 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature10 records

Partnerships

One partnership is on record.

• Compliance Plus ConsultingminorStrategic or Co-development PartnerCompliance Plus Consulting provided regulatory insights during FAIT's webinar on 'AI and the HKMA Rewrite' in June 2025. Josephine Chung from Compliance Plus shared regulatory perspectives alongside FAIT's platform demonstration.

Scale indicators8 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Informatica: Enterprise cloud data management and data integration leader with CLAIRE AI engine for automated data mapping. Comparable to FAIT at the data-integration layer, especially in regulated industries like financial services.
• Talend (Qlik): Data integration and data quality platform (now part of Qlik) with longstanding enterprise ETL and data mapping capabilities. Comparable to FAIT at the enterprise data integration and transformation layer across regulated industries.
• MuleSoft: Salesforce-owned API-led integration platform serving large enterprises globally. Comparable to FAIT as a broad incumbent in enterprise integration with growing Einstein/AI capabilities embedded in the wider Salesforce ecosystem.

Direct peers

• Celigo: Integration platform-as-a-service focused on business users and SaaS-to-SaaS integration with AI-assisted mapping. Overlaps with FAIT on enterprise integration automation targeting non-technical business analysts.
• Boomi: Dell Boomi is a leading iPaaS platform focused on connecting applications, data, and APIs across cloud and on-prem environments. Comparable to FAIT in targeting enterprise application integration with growing AI-driven mapping features.
• Workato: Enterprise iPaaS and automation platform targeting business and IT teams with workflow, integration, and increasingly GenAI-driven mapping capabilities. Closest direct peer to FAIT in serving regulated enterprises with automation-led integration.
• SnapLogic: AI-powered integration platform with its Iris AI assistant for intelligent data mapping and transformation. Highly comparable to FAIT in combining GenAI with enterprise integration workflows for both business and technical users.
• Tray.io: Enterprise automation and integration platform (Tray Universal Automation Cloud) serving mid-market and enterprise customers with API-driven workflow automation. Comparable to FAIT in low-code enterprise integration with AI-enhanced capabilities.

Emerging players

• Merge: Unified API platform for B2B integrations (HR, CRM, ATS, etc.) with AI-assisted integration tooling. Comparable to FAIT as an AI-native emerging player focused on automating enterprise application connectivity.
• Prismatic: Embedded iPaaS for B2B SaaS companies, providing a low-code integration platform with AI-assisted flow building. Comparable to FAIT as a younger, AI-forward integration player targeting specific enterprise integration use cases.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/fait-ai

Compliance2 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 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 FAIT