Abacus provides an on‑premises large language model platform that retains all data within a regulated enterprise’s infrastructure and returns AI responses automatically validated against trusted sources. The system integrates with banking, insurance and healthcare data stores via a decentralized indexer and applies a multi‑layer Chain of Validation™ to ensure compliance, accuracy and auditability, offered under a fixed‑price subscription with unlimited queries.
Funding
Funding not disclosed

Founders
Product
Problem
Regulated enterprises such as banks, credit unions, insurers, and healthcare providers cannot adopt cloud‑based large language models because sensitive data must remain on‑premises and AI outputs must be verifiable to meet strict compliance standards. Existing solutions also suffer from hallucinations, exposing organizations to legal and operational risk.
Solution
Abacus delivers an on‑premises LLM platform that keeps all data within the customer’s infrastructure while providing AI responses that are automatically validated against trusted sources. The system connects directly to existing financial and insurance data stores through a decentralized indexer, enabling secure, real‑time knowledge retrieval. Multi‑layer “Chain of Validation™” checks each response for source authenticity, regulatory compliance, and accuracy, eliminating hallucinations. End‑to‑end encryption, bank‑grade security controls, and comprehensive audit logging ensure data sovereignty and meet SOC 2 Type II, ISO 27001, FINRA, and HIPAA requirements. A fixed‑cost subscription model offers unlimited query volume, allowing enterprises to scale AI usage without unpredictable fees.
Target Audience
Primary customers are large financial institutions, credit unions, insurers, and regulated healthcare organizations that require secure, compliant AI for knowledge management and decision support.
Features
- On‑premises deployment with air‑gapped options for complete data residency control
- Decentralized indexer that securely integrates with banking, credit‑union, insurance, and healthcare data sources
- Chain of Validation™ engine performing multi‑layer source checking, compliance verification, and cross‑reference against regulatory texts
- End‑to‑end TLS encryption and bank‑grade cryptographic key management for all query traffic
- Role‑based access control, detailed audit trails, and real‑time threat monitoring to satisfy SOC 2, ISO 27001, FINRA, and HIPAA standards
- Fixed‑price licensing with unlimited query capacity, simplifying budgeting for enterprise AI workloads
- RESTful API and SDKs for seamless embedding of AI capabilities into existing applications and workflows