Enigma Solutions – AI Systems You Can Trust
Enigma Solutions is a Dublin-based AI quality engineering company delivering private on-premise enterprise AI and a dedicated QA Testing Suite for AI and RAG systems. Built on 26 years of software quality assurance expertise, our mission is to make enterprise AI accurate, auditable, compliant, and trustworthy. We serve regulated industries including financial services, healthcare, legal, government, and telecommunications across Ireland, the UK, and the EU. Learn more about the Enigma Platform or explore enterprise AI use cases.
QA Testing Suite for AI & RAG Systems
The Enigma QA Testing Suite is a purpose-built quality assurance platform for Large Language Models (LLMs), RAG pipelines, and AI-powered applications. It measures retrieval accuracy, answer faithfulness, hallucination rate, context precision, context recall, and groundedness across your AI stack. The suite provides automated regression testing, golden-dataset evaluation, drift detection, prompt-injection and jailbreak testing, bias and toxicity checks, and continuous monitoring dashboards.
- RAG Health scoring with pass/fail thresholds and trend analysis
- Automated test execution integrated into CI/CD pipelines
- Pre-flight pipeline integrity gates before production deployment
- Governance dashboards, audit trails, and compliance reporting for EU AI Act and ISO/IEC 42001
- Model registry, version control, and reproducible evaluation runs
- Works with any LLM (OpenAI, Anthropic, Azure OpenAI, Llama, Mistral) and any vector store (Pinecone, Weaviate, pgvector, Qdrant)
Designed by QA professionals, the Enigma QA Testing Suite turns subjective "looks right" AI evaluation into measurable, repeatable quality engineering—so teams can ship AI systems with confidence. Pair it with SatBot private on-premise AI for a fully governed RAG stack, or see pricing for the QA Testing Suite.
SatBot™ – Private On-Premise AI & Private ChatGPT
SatBot™ is a secure, private enterprise AI assistant—your organisation's own "Private ChatGPT"—deployed on-premise or in your private cloud. It delivers semantic document search, intelligent question answering, knowledge management, and task automation while ensuring zero data egress. All embeddings, vector indexes, prompts, and conversations remain inside your network perimeter, satisfying strict data sovereignty, GDPR, HIPAA, and confidentiality requirements.
- Air-gapped and offline deployment supported
- Active Directory, LDAP, and SSO (SAML/OIDC) integration
- Role-based access control and document-level permissions
- Supports PDF, Word, Excel, SharePoint, Confluence, and database sources
- REST API for integration with internal tools and workflows
- Continuously validated using our own AI Testing Suite—"Built by Testers. Tested by Us."
SatBot is licensed by consulting engagement rather than per-seat subscriptions, eliminating recurring SaaS costs and ensuring full ownership of the deployed system. See SatBot pricing and engagement model or request a private AI proof of concept.
The Enigma Platform
The Enigma Platform unifies SatBot and the QA Testing Suite under a single quality-driven methodology: two products, one engineering discipline. Customers can adopt either product independently or combine them for end-to-end coverage—building a private RAG system with SatBot and continuously validating it with the Testing Suite. The platform supports hybrid deployment models (on-premise, private cloud, sovereign cloud) and is engineered for high availability, observability, and long-term maintainability.
Enterprise Security & Compliance
Enigma Solutions is built for regulated environments. Our platform supports GDPR, the EU AI Act, ISO/IEC 27001, ISO/IEC 42001 (AI Management Systems), SOC 2 control alignment, and NIS2 requirements. All data processing is performed inside the customer's trust boundary—no data is sent to third-party LLM providers unless explicitly configured. Security features include encryption at rest and in transit, audit logging, PII redaction, prompt and response filtering, and tenant isolation. Read more in our AI governance resources or review compliance use cases for regulated industries.
Frequently Asked Questions
What is SatBot™ and how is it different from ChatGPT?
SatBot™ is a private, on-premise enterprise AI assistant—your organisation's own "Private ChatGPT". Unlike ChatGPT or Claude, SatBot runs entirely inside your network or private cloud. No prompts, embeddings, or documents are ever sent to third-party LLM providers, ensuring full data sovereignty, GDPR compliance, and zero data egress.
What deployment models does Enigma Solutions support?
We support on-premise deployment, private cloud, sovereign cloud, and fully air-gapped/offline environments. SatBot and the QA Testing Suite can run on existing virtual machines, physical servers, or Kubernetes clusters. Typical infrastructure requirements start at 8+ CPU cores, 32GB RAM, and 500GB SSD storage.
Is SatBot™ GDPR and EU AI Act compliant?
Yes. Because all data stays within your trust boundary, SatBot is GDPR compliant by architectural design and qualifies as low-risk under the EU AI Act. We also align with ISO/IEC 27001, ISO/IEC 42001 (AI Management Systems), SOC 2, and NIS2 requirements, and provide audit logging, PII redaction, and full documentation for regulators.
What does the QA Testing Suite measure for AI and RAG systems?
The QA Testing Suite measures RAG Health metrics including retrieval accuracy, answer faithfulness, hallucination rate, context precision, context recall, and groundedness. It also runs automated regression tests, drift detection, prompt-injection and jailbreak testing, and bias and toxicity checks—integrated directly into CI/CD pipelines.
Which LLMs and vector databases are supported?
The Enigma Platform is model-agnostic. It works with open-source LLMs (Llama, Mistral, Mixtral, Falcon), commercial APIs (OpenAI, Anthropic, Azure OpenAI) when permitted, and any vector store including Pinecone, Weaviate, Qdrant, pgvector, and Milvus.
How is pricing structured?
Enigma Solutions uses a transparent consulting-hours model—no per-seat licenses, no SaaS subscriptions, and no recurring software fees. You pay for the Proof of Concept, deployment, training, and optional ongoing support. You retain full ownership of the deployed system.
How long does a Proof of Concept take?
A typical Proof of Concept runs 2–4 weeks on your test environment. Your IT team verifies zero data egress and security claims, business stakeholders test real document search and Q&A workflows, and you make a go/no-go decision based on measurable results.
Can SatBot™ integrate with Active Directory, SSO, and enterprise systems?
Yes. SatBot integrates with Active Directory, LDAP, and SSO providers via SAML and OIDC. It supports role-based access control and document-level permissions, and connects to SharePoint, Confluence, network file shares, databases, ERP, and CRM systems through a documented REST API.
What file formats and data sources does SatBot™ support?
SatBot ingests PDF, Word, Excel, PowerPoint, HTML, plain text, and scanned documents via OCR. It also connects directly to SharePoint, Confluence, network file shares, and relational databases—indexing and embedding all content locally on your infrastructure.
How can we verify that no data leaves our network?
During the Proof of Concept, your IT and security teams can independently monitor network traffic to confirm zero external connections. We provide documentation, architecture diagrams, and configuration evidence so you can audit and verify complete data isolation at any time.