Production-Grade AI for Regulated Industries

Self-hosted / on-prem AI deployments that maintain complete data sovereignty. We deliver agentic workflows, RAG systems, and optimized LLMs with enterprise-grade security, audit trails, and compliance controls built from the foundation.

AI Use Cases We Deliver

Agentic Workflows & Process Automation

AI copilots that plan, delegate, and escalate to humans when accountability matters.

  • Supervised multi-agent flows powered by a minimal-overhead agentic framework
  • Native integration with JIRA, Confluence, Slack — actions logged with full traceability
  • Approval gates, RBAC enforcement, and audit-ready reasoning traces for regulated workflows
  • Budget-driven model routing with performance-aware fallbacks and heterogeneous LLM support

RAG Chatbots for Support & Onboarding

Answers grounded in your knowledge base with citations and tool-calling capabilities.

  • Hybrid retrieval (dense + sparse) with reranking for precision over recall
  • Structured outputs and validated function calls for CRM/ticketing actions
  • Evaluation harness (RAGAS faithfulness > 0.92) with drift detection and canaries
  • PII filtering, conversation audit logs, and data residency controls

AI Quality, Safety & Observability

Governed AI deployments with clear metrics, safe rollouts, and instant incident insight.

  • Golden datasets, task-specific evaluation suites, and automated regression testing
  • Prompt versioning, A/B experiments, and cost/latency SLO enforcement
  • RBAC with approval workflows, model decision audit trails, and bias monitoring
  • Incident response runbooks aligned to ISO 27001 Annex A.16

Voice AI for Inbound/Outbound

Natural, interruptible conversations with enterprise-grade call governance.

  • Sub-300ms turn latency with barge-in detection and intelligent handoff triggers
  • Telephony (SIP/WebRTC) and CRM integration with real-time transcription logging
  • Call recording consent management, PCI-DSS compliant payment handling
  • QA scorecards, sentiment analytics, and compliance keyword monitoring

Document Processing & Compliance

Intelligent document extraction with full provenance and audit capabilities.

  • Layout-aware extraction for contracts, policies, and regulatory filings
  • Explainable outputs with source citations and semantic diff tracking
  • Automated PII redaction, encryption at rest, and retention policy enforcement
  • Version control with tamper-evident document hashing

Sales Enablement & Lead Qualification

AI-powered pipeline acceleration with compliant data handling.

  • Lead scoring using first-party signals with explainable ranking factors
  • On-brand content generation with approval workflows and compliance review
  • CRM synchronisation with field-level audit trails
  • GDPR-compliant consent tracking and right-to-erasure automation

Data Pipelines for AI Readiness

Secure, auditable data infrastructure for production AI systems.

  • ETL/ELT with encryption in transit (TLS 1.3) and at rest (AES-256)
  • Data lineage tracking with change data capture for audit compliance
  • Intelligent embedding refresh with drift monitoring and alerting
  • Column-level masking, tokenisation, and role-based data access

Computer Vision for Retail & Ops

Privacy-conscious visual AI with edge deployment and centralised governance.

  • Custom detection models (YOLO/DEIMv2) fine-tuned on your environment
  • Edge deployment with secure boot, encrypted weights, and OTA updates
  • GDPR-compliant image handling: retention policies, anonymisation, consent tracking
  • Centralised dashboards with anomaly detection and operational alerts

Self-hosted / On-prem LLM Deployments

Full data sovereignty with enterprise-grade model serving infrastructure.

  • Kubernetes-native serving (vLLM/SGLang) with horizontal autoscaling
  • SSO/OIDC integration, RBAC enforcement, and namespace isolation
  • Prompt logging with PII detection, redaction pipelines, and retention controls
  • Air-gapped deployment support with offline model updates

Case Studies

Why Enterprise Teams Choose Self-hosted / On-prem AI

3-6
month ROI payback
60-90
day structured pilots
100%
data sovereignty

Self-hosted / on-prem AI infrastructure provides inherent compliance advantages. Our ISO 27001:2022 aligned practices and Cyber Essentials readiness eliminate vendor lock-in risks and ensure data sovereignty for regulated enterprises and UK public sector requirements.

Data Sovereignty & Compliance

  • Complete data control with your infrastructure ownership
  • GDPR Article 28 compliance with documented DPIAs
  • ISO 27001:2022 aligned practices with Cyber Essentials readiness
  • Retention policies with automated secure deletion

Enterprise Security Architecture

  • Encryption: AES-256 at rest, TLS 1.3 in transit, HSM key storage
  • OIDC/SAML SSO with RBAC and least-privilege defaults
  • VPC isolation with network policies and private endpoints
  • Air-gapped deployment support for sensitive environments

Production Success & Governance

  • Structured pilot-to-production methodology overcoming 88% industry POC failure rate
  • Immutable audit logs with full decision traceability
  • Healthcare, financial services (FCA-aligned), and legal tech expertise
  • Incident response aligned to ISO 27001 Annex A

How We Deliver

1. Discovery & Planning

Threat model, data audit, workflow mapping, baseline metrics, and success KPIs aligned to your compliance requirements.

2. Pilot

60–90 days: constrained scope, eval harness, security review, and production planning from day one with clear success criteria.

3. Production & Scale

SLOs, autoscaling, observability, runbooks, model routing, cost optimization, and continuous evaluation pipelines.

FAQs

What security standards do you align with?

Our engineering practices align with ISO 27001:2022 controls across access management, encryption, incident response, and change management. We support Cyber Essentials readiness for UK government contracts. We implement AES-256 encryption at rest, TLS 1.3 in transit, and support HSM key management. For self-hosted / on-prem deployments, certification scope focuses on development practices while you control production data security.

How do you handle data residency and sovereignty requirements?

Self-hosted / on-prem infrastructure provides inherent data sovereignty—your data never leaves your infrastructure. We support self-hosted / on-premises, private cloud (AWS/Azure/GCP VPC), or air-gapped deployments. This eliminates cross-border transfer risks and foreign government data requests, providing complete jurisdictional control.

Can you deploy self-hosted / on-prem or in our private cloud?

Yes — self-hosted / on-prem deployment reduces compliance scope since you control data security. We deploy on Kubernetes with vLLM/SGLang for model serving, integrated with your identity provider (OIDC/SAML SSO), RBAC policies, and VPC isolation. Air-gapped deployments supported with offline model updates.

How do you ensure AI governance and explainability?

Every model decision is logged with immutable audit trails including input context, reasoning steps, and output rationale. We implement human-in-the-loop escalation for high-stakes decisions, bias monitoring pipelines, and version-controlled model deployments with documented rollback procedures.

How do you reduce hallucinations and ensure accuracy?

We combine hybrid retrieval (dense + sparse), cross-encoder reranking, and tool/database grounding to anchor responses in your authoritative data. Automated evaluation suites (RAGAS faithfulness, answer relevance) run continuously with canary deployments and automatic rollback on quality regression.

What does a typical pilot include?

Our structured 60-90 day pilot program addresses the industry's 88% POC failure rate: threat modelling, data audit, production workflow implementation, evaluation harness with baseline metrics, observability integration, and security review. Includes production planning from day one with clear success criteria and implementation support.

How do we get started?

Book a 30-minute discovery call. We'll discuss your use case, compliance requirements, and technical environment. Within 3 business days, you'll receive a tailored proposal with architecture recommendations, security considerations, and timeline.

AI Infrastructure Services

Technologies and Platforms We Hold Expertise In

Programming Languages

Programming Languages

Frameworks

Frameworks

Database management

Database management

Cloud Technologies

Cloud Technologies

Front End Technologies

Front End Technologies

Back End Technologies

Back End Technologies

Containerization

Containerization

DevOPS

DevOPS

Messaging queues

Messaging queues

Mobile Development

Mobile Development

Machine learning

Machine learning

Security

Security

Programming Languages

Programming Languages

Frameworks

Frameworks

Database management

Database management

Cloud Technologies

Cloud Technologies

Front End Technologies

Front End Technologies

Back End Technologies

Back End Technologies

Containerization

Containerization

DevOPS

DevOPS

Messaging queues

Messaging queues

Mobile Development

Mobile Development

Machine learning

Machine learning

Security

Security

Schedule a call or send us a message

Send us a message or schedule a call