AI Development
Secure MCP Deployment
We deploy MCP servers with a security-first posture: secrets isolation, network controls, rate limits, monitoring, and rollout discipline. Designed for teams that want AI tooling to be enterprise-safe and operable. Delivery aligned to Germany teams (EUR).
Start Small
Start small in 7 days
Three pilot-friendly options that reduce risk and ship value fast. Choose one, share access, and we deliver a production-ready baseline.
Standard
AI delivery standard
Quality and safety practices we ship with AI builds so the system stays measurable, maintainable, and production-ready.
Logging + tracing
Conversation and tool traces with request IDs, error visibility, and debug-friendly runbooks.
Guardrails + safety
Tool allowlists, PII-safe patterns, refusal behavior, and escalation routes for edge cases.
Evals + regression tests
Golden queries, scorecards, and regression checks so quality improves over time instead of drifting.
Cost + latency controls
Caching, prompt discipline, retrieval tuning, and routing so your app stays fast and predictable at scale.
Documentation + handoff
Architecture notes, environment setup, and next-step roadmap so your team can iterate safely after launch.
Security-first integration
Secrets isolation, role-based access, audit-friendly actions, and minimal data retention by design.
Benefits
What you get
Reduce risk with hardened deployment posture
Protect secrets and credentials with isolation
Prevent abuse via rate limits and network controls
Improve audit readiness with logs and traceability
Detect issues quickly with monitoring and alerts
Ship updates safely with change control patterns
Features
What we deliver
Secrets management
Least-privilege credentials, rotation strategy, and environment separation for safe tool execution.
Network and access controls
Restrict access by network, service identity, and roles to reduce exposure and blast radius.
Rate limiting and abuse protection
Rate limits, quotas, and guardrails to prevent runaway tool usage and unexpected costs.
Monitoring and alerting
Observability for tool usage, errors, and performance with alerts for anomalies and failures.
Audit logs and retention
Traceable tool actions and configurable retention rules aligned to your operational needs.
Change management
Safe rollout, versioning, and rollback plans so tool updates don’t break production clients.
Process
How we work
Discovery
Requirements gathering and planning
Design
UI/UX design and prototyping
Development
Iterative sprints with demos
Launch
Deployment and support
Tech Stack
Technologies we use
Core
Tools
Services
Use Cases
Who this is for
Enterprise MCP rollout
Deploy MCP servers with security controls and operations tooling for broad internal use.
Credential and secrets isolation
Ensure tool credentials are minimal and isolated across environments and roles.
High-volume tool usage
Add quotas and monitoring to prevent runaway costs and abuse.
Audit-friendly deployments
Implement logging and retention strategies aligned to compliance expectations.
Safe tool evolution
Version tools and deploy changes with rollback paths to avoid breaking clients.
AI Case Examples
Micro case studies (anonymous)
A few safe examples of outcomes we build for real operations—no client names, just results.
Secure Mobile Solution in Australian Defence Ecosystem
Problem: Secure data workflows were required in a regulated environment with strict access controls.
Solution: Hardened architecture with strict auth, encrypted storage, and audit-friendly engineering patterns.
Outcome: Deployed securely within a regulated ecosystem with clear handoff and operational guidance.
AI Knowledge Base Across 2,000+ Pages
Problem: Teams needed fast answers across long PDFs, but search was slow and results were inconsistent.
Solution: RAG with hybrid retrieval and reranking, plus grounded answers and safer fallback behavior.
Outcome: Reliable answers with <10s response times and measurable improvements on real queries.
Ops Automation with AI + n8n
Problem: Manual approvals and CRM syncing created delays and data inconsistencies across tools.
Solution: Event-driven automation with validation gates and AI-assisted classification where it improved routing.
Outcome: Reduced manual workload significantly with more reliable workflows and operator visibility.
Explore
Related solutions & technologies
Useful next pages if you’re planning an AI pilot or scaling this into a larger product.
Related solutions
FAQ
Frequently asked questions
Often yes. Internal-only systems still face risk from misuse, compromised accounts, and runaway automation. Hardened deployments reduce those risks.
Yes. We can deploy in your infrastructure with network restrictions and service identity controls.
We use least-privilege credentials, safe storage, rotation strategies, and environment isolation to reduce exposure.
Yes. Monitoring is part of production readiness for MCP deployments so failures are visible quickly.
Yes. Rate limiting and quotas help prevent abuse and control cost under unexpected usage spikes.
Yes. We implement versioning and rollout discipline so tool updates can be shipped safely.
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Regional
Delivery considerations for your region
Compliance & Data (EU)
For Germany/EU delivery, we keep GDPR-first patterns: data minimisation, purpose-limited storage, and explicit access boundaries.
We can work under a DPA (template available on request) and implement pragmatic retention/deletion flows when needed.
- GDPR-first architecture patterns (generic, no legal claims)
- DPA template available on request
- Retention/deletion and export flows where required
- Least-privilege access and safe logging defaults
- Documented data flows and access boundaries
Timezone & Collaboration (EU)
We align to EU working hours with CET-friendly collaboration windows and async progress updates.
We keep delivery predictable: weekly milestones, documented decisions, and clear scope control.
- EU overlap with CET-friendly windows
- Async-first delivery with written decisions
- Weekly milestone demos and progress checkpoints
- Clear change control to avoid surprises
- Escalation path for blockers and risks
Engagement & Procurement (EU)
We support procurement-friendly engagements with clear scopes, milestone plans, and documentation that stakeholders can review.
For EU teams, we can structure invoices and milestones for EUR-based engagements where appropriate.
- EUR-based engagements and invoicing options
- Discovery-first option to reduce delivery risk
- Milestone-based billing and scope sign-offs
- Vendor onboarding documentation on request
- Transparent change control and approvals
Security & Quality (EU)
We prioritise reliability: reviewable PRs, predictable releases, and tests that protect critical paths.
Performance budgets and clear release discipline keep the product stable as it grows.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Release checklist + rollback-safe deployments
- Security checklist for auth and sensitive data flows
- Observability hooks (logs + error tracking) ready for production
Want help with secure MCP deployment?
Get a clear plan for Germany teams—scope, timeline, and next steps. EUR-based engagements.
Reply within 2 hours. No-pressure consultation.