What Abacus does

Abacus (legal entity: Go Abacus Corporation) is a Chicago-headquartered AI infrastructure company that builds on-premise AI systems for regulated industries where data cannot leave the customer's infrastructure. Founded in 2016, the company sells a purpose-built hardware appliance (the Go1™) — a single rack-mountable chassis integrating up to 8 NVIDIA GPUs, AMD CPUs, encrypted NVMe storage, and redundant networking — paired with a proprietary operating system (AbacusOS™) that manages model lifecycle, inference serving, and indexing without requiring Kubernetes expertise. Layered on top are application products: Abbi Assist™ (enterprise conversational AI assistant), Abacus Studio (visual policy governance workflow builder), Abacus Indexer (zero-egress distributed knowledge indexing), AML Monitoring (real-time transaction surveillance), and an agentic AI framework.

The platform is sold primarily to banks, credit unions, insurance carriers, healthcare systems, and professional services firms — verticals where cloud AI is blocked by data sovereignty, regulatory examination risk, and audit trail requirements. Named deployments include Mastercard, Farmers Insurance, Esurance, Pulse, D.L. Evans Bank, and Volcorp, with claimed totals of 900K monthly users and 8M daily queries processed at 99.5% validated accuracy. Native API integrations to FIS, Fiserv, and Jack Henry core banking platforms cover the dominant US community banking core systems.

The business model combines one-time hardware capital purchases (Go1 appliance with annual refresh program) with recurring per-seat software licensing (AbacusOS, Abbi Assist, Abacus Studio), supplemented by managed services for deployment and integration. Reported customer economics include 3-year TCO of $355K-$740K for 2,000 users versus $990K-$2.04M for cloud AI, $1.4M annual savings for banks, $2.4M first-year savings for insurance carriers, and 5-month payback periods. The company completed a merger with Medicus IT in July 2025, expanding into managed IT and cybersecurity with EMEA presence, secured a $5M Series A in November 2025, and obtained CREST accreditation for penetration testing in April 2026. The company holds SOC 2 Type II, ISO 27001, HIPAA, and GDPR certifications, and operates as a private venture-backed firm with 11-50 employees.

Name

Abacus

Legal name

Go Abacus Corporation

Website

https://goabacus.co

Company type

Private

Founded year

2016

Operating status

Operating

Headcount range

11–50 employees

Short description

Abacus is a Chicago-based AI infrastructure company that sells on-premise AI hardware (Go1 appliance) and proprietary software (AbacusOS, Abbi Assist) to regulated industries — banks, insurers, healthcare systems, credit unions, and professional services firms — where data sovereignty and regulatory compliance preclude cloud AI adoption.

Ownership category

akta.pro rank

Product category

On-Premise AI Infrastructure

NAICS

Computer Systems Design Services (541512), Computer and Peripheral Equipment Manufacturing (33411), Software Publishers (5132)

SIC

Services-Computer Integrated Systems Design (7373), Electronic Computers (3571), Services-Prepackaged Software (7372)

akta.pro primary industry

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC)

akta.pro secondary industries

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), Model Deployment, Serving & Inference Platforms (HDAAABAF), AI Inference Hardware & Edge Accelerators (HDAAAAAC), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)

Keywords

• On-premise AI infrastructure
• AI inference appliances
• Regulatory compliance AI
• Enterprise AI solutions
• Data sovereignty AI

Headquarters

HQ city

Chicago

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. On-Premise AI Hardware (Go1™ Appliance): Sale of The Go1™ hardware appliance - a purpose-built AI inference appliance that institutions purchase and own. Hardware includes GPU compute, storage, and networking components. Fixed capital expenditure model with hardware typically refreshed annually.
2. Software Licensing (AbacusOS, Abbi Assist, Abacus Studio): Software licensing for on-premise AI operating system and application layer. Fixed per-seat pricing model with predictable costs per professional. No usage-based billing, avoiding surprises during busy seasons when query volume spikes 3-5x. The website mentions 'Fixed Per-Seat Pricing' for professional services deployments.
3. Enterprise AI Infrastructure Solutions: Complete on-premise AI stack from hardware through operating system to application capabilities including professional services for deployment, integration with core banking platforms (FIS, Fiserv, Jack Henry), and ongoing support.

Pricing tiers

Go-to-market motion1 record

Distribution channels1 record

Marketing channels6 records

Core offering

Abacus sells an on-premise AI infrastructure platform combining a hardware inference appliance (The Go1™) with a proprietary software stack (AbacusOS, Abbi Assist™, Abacus Studio, Abacus Indexer, AML Monitoring, Agents). The platform enables regulated institutions in banking, insurance, healthcare, credit unions, and professional services to deploy AI inside their own environments with zero data egress, examiner-ready compliance (SOC 2 Type II, HIPAA, ISO 27001), and fixed per-seat pricing.

Product overview

Abacus is an on-premise AI infrastructure platform purpose-built for regulated industries (banking, insurance, healthcare, credit unions, professional services). The portfolio consists of a hardware appliance (The Go1™) running a proprietary operating system (AbacusOS™), layered with AI application products (Abbi Assist™, Abacus Studio, Abacus Indexer, AML Monitoring, Agents). The Go1™ and AbacusOS form the foundational infrastructure layer that enables rapid deployment (under 24 hours) with zero data egress, while Abbi Assist provides the customer-facing AI assistant interface, Abacus Studio provides governance and workflow controls, Abacus Indexer handles secure document processing, and AML Monitoring delivers real-time compliance monitoring—all deployed on-premise to maintain data sovereignty and regulatory compliance.

Differentiator

Problem solved

Functional benefit

Products and services

• The Go1™ On-premise AI inference appliance hardware platform that deploys AI inside regulated institutions in under 15 minutes. Ships with up to 8 NVIDIA GPUs, dual AMD Ryzen 9 CPUs, 128GB DDR5 memory, dual NVMe drives in RAID 1 with AES-256 encryption, serving up to 2,000 concurrent users from a single chassis with under 50ms latency.
• AbacusOS™ On-premise AI operating system that manages model lifecycle, inference serving, indexing, and network configuration. Purpose-built for AI operations in regulated environments, abstracting GPU management, model deployment, and monitoring without requiring ML expertise or a Kubernetes cluster.
• Abbi Assist™ Enterprise AI assistant delivering accurate, auditable answers for customer inquiries, policy questions, and compliance checks at 99.5% accuracy. Every interaction is logged with immutable audit trails. AI copilot trained on industry-specific workflows for banking, insurance, healthcare, and professional services.
• Abacus Studio Policy governance studio providing visual workflow builder for regulated institutions. Controls what AI knows, who can change it, and how it stays compliant. Enables compliance officers and business analysts to build and govern AI workflows with model versioning, A/B testing, shadow deployment, and rollback capabilities.
• Abacus Indexer Distributed knowledge indexing system that indexes data across core systems, document stores, and data warehouses without moving it. Zero egress, real-time retrieval. Processes documents locally with zero data exposure for secure document ingestion and AI consumption.
• AML Monitoring Anti-money laundering transaction monitoring system for real-time compliance. Evaluates transactions against risk models and flags suspicious activity within the institution's on-premise environment. Ensures transaction data never leaves the institution's control while applying sophisticated detection models.
• Agents AI agent framework for orchestrating multi-step workflows and autonomous decision-making in regulated environments. Supports agentic AI operations with built-in governance controls and audit logging.

Quantifiable outcome

• 99.5% validated accuracy across 8M daily queries
• +10 more outcomes

Named customers7 records

Segments5 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability12 records

Feature7 records

Partnerships

Nine partnerships are on record, tiered core and flagship.

• AWS (Amazon Web Services)coreTechnology or Integration · 22 October 2025Cloud infrastructure partner referenced in Minerva AI case study. Abacus implemented predictive algorithms, data integration, and domain-specific LLMs on AWS infrastructure for customer experience AI services.
• Medicus ITflagshipStrategic or Co-development Partner · 1 July 2025Merger completed in July 2025 creating unified Abacus brand. Combined organization focuses on managed IT and cybersecurity services in financial and healthcare sectors with global presence.
• FIS (Fidelity National Information Services)coreTechnology or IntegrationCore banking platform integration with FIS platforms including IBS, Horizon, Modern Banking Platform. Integration through Code Connect and Open Access APIs enables real-time access to core banking data and operations for AI processing.
• FiservcoreTechnology or IntegrationCore banking platform integration with Fiserv DNA, Premier, and Signature platforms. Integration through Exchange API gateway and SnapShot analytics platform provides real-time data bridge between core platform and AI processing layer.
• Jack Henry & AssociatescoreTechnology or IntegrationCore banking platform integration with Jack Henry SilverLake, CIF 20/20, and Symitar platforms. Integration through jXchange enterprise service bus and open API framework provides standardized integration across all Jack Henry core platforms.
• American Bankers AssociationcoreOthersABA Partner member, indicating official partnership and alignment with American Bankers Association programs and initiatives for banking technology.
• Colorado Bankers AssociationcoreOthersPartner relationship with Colorado Bankers Association for banking technology advocacy and member services.
• Texas Bankers AssociationcoreOthersPartner relationship with Texas Bankers Association for banking technology advocacy and member services.
• Utah Bankers AssociationcoreOthersPartner relationship with Utah Bankers Association for banking technology advocacy and member services.

Scale indicators15 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• Cohere: Enterprise LLM provider offering private deployment options (including on-prem and VPC) targeting regulated industries like financial services and healthcare. Comparable to Abacus in serving enterprises that require secure, deployable AI models, though Cohere is model-focused without integrated hardware appliances.
• SambaNova Systems: Provides purpose-built AI hardware appliances and enterprise AI platforms, including on-prem deployments for regulated and government customers. Closest comparable to Abacus's Go1 appliance + software stack model, though at significantly larger scale.
• H2O.ai: Enterprise AI platform offering on-premise and air-gapped deployments of LLMs and predictive models for regulated industries including banking, insurance, and healthcare. Directly comparable in addressing compliance-constrained AI deployments with proprietary software stack.

Broad incumbents

• Palantir Technologies: Established enterprise AI/data platform with deep penetration in highly regulated industries (defense, finance, healthcare) via on-prem and private cloud deployments (Foundry, AIP). Competes for the same buyer personas but offers a much broader analytics scope beyond AI infrastructure.
• HPE Private Cloud AI: HPE's turnkey on-prem AI infrastructure stack combining NVIDIA GPUs, private cloud software, and integrated AI services for enterprise. Competes with the Go1 appliance as a packaged on-prem AI solution from a much larger incumbent with established enterprise channel.
• Dell Technologies (PowerEdge AI): Dell sells PowerEdge and XE-series servers configured for AI workloads, including NVIDIA DGX partnerships. Competes with Go1 at the hardware layer for enterprises building on-prem AI stacks, though Dell is a hardware vendor without Abacus's verticalized software.
• C3.ai: Enterprise AI application platform serving regulated industries (banking, insurance, energy, defense) with pre-built applications. Overlaps with Abacus's verticalized AI applications for banking/insurance but at much larger scale and broader application scope.
• NVIDIA (DGX Systems / AI Enterprise Software): Supplies the GPU hardware (H100, H200, Blackwell) underlying Abacus's Go1 appliance and also offers DGX systems and NVIDIA AI Enterprise software stack. As a supplier and adjacent competitor, NVIDIA could disintermediate Abacus by offering integrated on-prem AI appliances directly.

Emerging players

• Together AI: Provides open-source and custom LLM inference with private deployment options for enterprises, including dedicated instances and VPC deployments. Comparable on the AI serving layer for regulated use cases but without Abacus's purpose-built appliance.

Others

• Crusoe Energy: AI cloud infrastructure provider building GPU clusters, increasingly serving regulated and sovereign-AI workloads. Tangentially comparable as infrastructure provider enabling secure AI compute, though Crusoe is cloud-delivered rather than on-prem appliance.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/HeyAbacus
• Facebookfacebook.com/profile.php?id=61583291633178
• LinkedInlinkedin.com/company/goabacus

Compliance7 records

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds3 records

Investors3 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 Abacus