Technology
Modular architecture built for scale
A secure, extensible architecture for AI agents, orchestration, integration and enterprise deployment — designed to turn intelligence into real outcomes wherever your organisation operates.
Intelligence without limits
Any model. One API. Full control.
Kernoval unifies model providers, your data and your applications behind one secure, open, enterprise-ready architecture — so the model you use today is never the thing that constrains you tomorrow.
Model providers
- Frontier models
- Open-weight models
- Self-hosted models
- Domain models
- Embedding models
- Your own model
One API · any model · your choice
Your data
- Databases
- Data lakes & warehouses
- SaaS applications
- Documents & knowledge
- Real-time streams
- Custom sources
Unified API layer
One interface. Any model. Full control.
Kernoval core
- Routing & orchestrationRight model, right step, right cost
- Guardrails & safetyPolicy enforced at runtime
- Observability & analyticsWhat ran, how long, what it cost
- Cost & policy managementBudgets, limits and attribution
Data layer
Connect. Enrich. Ground. Secure.
Your applications
- Internal tools
- Customer-facing apps
- AI agents
- Automated workflows
- Analytics & reporting
- Custom integrations
Modular by design
Start with one workflow. Extend across the business.
Human in the loop
Approval, oversight and audit trails by default.
Secure by default
Least privilege, encryption and tenant isolation.
Open integration
Built to connect with the systems you already run.
ISO/IEC 27001 in progress
Working towards certification.
The Kernoval architecture
A unified foundation for intelligent operations
From external systems to enterprise outcomes — a modular, secure and portable architecture that works with what you already run.
External systems
- Enterprise applicationsERP, CRM, HR, finance
- Data sourcesDatabases, data lakes, files
- Productivity toolsEmail, documents, collaboration
- Industry systemsSector platforms and operational technology
- External dataAPIs, partners, open data
Connectors & integration
- Pre-built connectors
- API integration
- Event streaming
- Data transformation
- Secure data transfer
Kernoval platform
- Agent layerSpecialist and custom AI agents
- OrchestratorPlan · Execute · Monitor · Improve
- Data & knowledgeUnify · Enrich · Retrieve
- Security & governanceLeast privilege · Policy · Audit
- Agent runtimeTools · Memory · Skills · Observability
Partner ecosystem
- Technology partnersCloud, AI, data, security
- Industry partnersVertical solutions
- Systems integratorsImplementation and delivery
- Solution partnersExtend with your own offering
- Developer communityBuild on Kernoval
Deployment targets
- CloudMajor cloud providers
- HybridCloud plus on-premises
- On-premisesYour data centre
- EdgeBranch, site and field
Your organisation · Real-world outcomes
Technology capabilities
Engineered for what comes next
The stack that makes agent-driven work safe to run inside a real organisation.
Agent runtime
A controlled runtime for specialist and custom agents, with scoped tools, memory, skills and full execution tracing.
- Scoped tool access
- Traceable executions
- Model-portable design
Orchestration
Coordinate agents, systems and people through multi-step workflows with retries, branching and approval gates.
- Declarative workflows
- Human-in-the-loop steps
- Live monitoring
Data layer
Unify structured and unstructured data with retrieval, knowledge graphs and governed pipelines.
- Multi-source ingestion
- Semantic retrieval
- Governed access
Infrastructure
Designed for resilient operation across cloud, hybrid and on-premises environments.
- Horizontal scaling
- Environment separation
- Backup and recovery design
APIs & SDKs
A developer-first surface so your engineers can extend, embed and automate against the platform.
- REST APIs
- Typed SDKs
- Webhooks and events
Observability
Know what ran, how long it took, what it cost and what it changed — per workflow, per agent, per tenant.
- Execution telemetry
- Cost and usage visibility
- Alerting hooks
Design principles
Decisions we made early, and stand behind
Architecture is where most AI programmes quietly fail — not at the model, but at access control, portability, integration and the cost of the second use case.
Secure by design
Least privilege, isolation and explicit policy — not perimeter trust.
Portable by design
Deploy where your data and regulators require, without re-platforming.
Open by design
Documented interfaces, no closed formats and no one-way doors.
Reusable by design
Components, connectors and agent skills are built once and configured many times.
Advanced capability
Kernoval T: an intelligence layer, not a separate product
T sits above the agent runtime and the data layer, reasoning across connected systems to identify what matters and coordinate work between agents. It is a capability of the platform rather than a parallel stack: it uses the same identity, permission and audit model, and it is introduced into an environment deliberately rather than switched on wholesale.
- Same permission model
- Same audit record
- Scoped, opt-in rollout
- Human oversight retained
Build without limits
Talk to an architect about your environment
Bring your integration constraints, data residency requirements and security review. We would rather work through them early than discover them late.