Enterprise AI, grounded in operational reality
Advisory, agent development, integration engineering, and managed operations for enterprises building with Claude. Delivered by a team that runs the data platforms your AI depends on.
Claude-assisted discovery, build, and review cycles mean fewer hands per feature and shorter time to production.
Access control, secrets, audit, and data residency designed in from day one, not retrofitted after a security review.
Retries, idempotency, observability, and evaluation baked into every system. No brittle demo code reaching production.
Engineers who run Cassandra and Kafka estates in the real world, bringing that operational lens to every AI engagement.
Nine ways we help enterprises ship AI
Each engagement is scoped around a concrete outcome, staffed by specialists who have run production systems at scale, and delivered with explicit evaluation criteria.
Application & Infrastructure Architecture
Buildable designs covering application, infrastructure, data, and where Claude and agents fit.
Learn moreAI Advisory & Strategy
Operating models, target states, build vs buy, Claude model selection, costed roadmaps.
Learn moreAgent Development
Custom Claude agents, multi-agent orchestration, tool integration, evaluation frameworks.
Learn moreSoftware Engineering
End-to-end delivery of Claude-powered software systems: backend, APIs, tests, observability.
Learn moreClaude Integration Engineering
API integration, prompt caching, tool use, batch and files APIs, retrieval patterns.
Learn moreAI for Data Platforms
AI applied to Cassandra, Kafka, and the operational data plane that drives the business.
Learn moreAI DevOps
Platform engineering, CI/CD with evaluation gates, observability, and cost controls for AI workloads.
Learn moreManaged AI Operations
Ongoing ops for Claude-powered systems: SLOs, observability, drift, cost control.
Learn moreTraining & Enablement
Engineering uplift, prompt engineering workshops, Claude Agent SDK enablement.
Learn moreIndustries where operational data is the hard part
Our engagements cluster around regulated, streaming-heavy, and data-platform-dependent organisations. These are the environments where generic AI consultancies struggle and domain experience pays off.
Financial services
Regulated environments where data residency, auditability, and BYOAI are non-negotiable.
Telecommunications
Streaming-heavy estates where Kafka reliability and real-time enrichment matter.
SaaS and platforms
Teams embedding Claude into customer-facing products and internal control planes.
Public sector
Organisations that need private deployments, strict governance, and clear accountability.
A predictable four-step engagement model
Every engagement follows the same shape so clients can plan, budget, and govern the work with confidence. No ambiguity about what happens next.
Discover
Joint assessment of the problem, data sources, constraints, and success criteria. Short, outcome-led.
Design
Reference architecture, model and agent choices, evaluation plan, and a costed delivery roadmap.
Build
Hands-on engineering with your team: agents, integrations, retrieval, evaluation, and deployment.
Operate
Run the system after launch: SLOs, drift monitoring, cost control, and ongoing iteration.
Case studies, as engagements complete
We will publish case studies as our first engagements reach steady state. Until then, specific examples are available under NDA on request.
Agent-assisted incident response
Claude-powered agents triaging data-platform incidents against production runbooks, with human-in-the-loop approvals.
Operational RAG on streaming data
Retrieval across live Kafka topics and historical stores so engineers can ask questions in natural language and get verifiable answers.
BYOAI platform rollout
Enterprise-wide Claude rollout using the customer's own Anthropic contract, with governance, audit, and evaluation built in.
Built for the environments procurement actually signs off
Enterprise AI has to survive legal, compliance, and security review. We design and deliver with those reviewers in the room from day one.
Talk to our AI teamLet's talk about what you're building
Whether you're scoping a first Claude deployment or operating a fleet of agents in production, we can help. Start with a conversation.