Microsoft Azure
— AZ-104 / AI-102 certifiedEntra ID, AKS, Azure OpenAI, Defender for Cloud, Azure Monitor.
Entra IDAKSOpenAIDefenderMonitor
SMH · Trustworthy AI agents
Build the future of intelligent enterprises.
We turn AI into a disciplined enterprise capability — measured, governed, scalable. Not pilots. Not hype. Production-grade systems with the controls regulators expect and the telemetry your CFO does.
— Experience 20+ years building enterprise software
— Deployments 3 clouds Azure · AWS · Google Cloud
— Response < 1 day senior engineer or strategist
— Governance EU · GDPR designed in from architecture
Services · 01 → 05 · One operating discipline
Five services. One way of working.
Whether you're starting from a strategy gap or scaling an existing AI estate, every engagement runs on the same operating system: measured outcomes, designed-in governance, and senior engineering end-to-end.
01 · Service
AI Implementation Services
From architecture to production. Reliable systems with the metrics, controls and audit trails enterprise demands.
02 · ServiceAI Automation
Workflows under governance — typed nodes, policy gates, audit trail for every run.
03 · ServiceAI Agent Benchmarking
Stress-test agents against gold-set tasks. Score quality, cost, latency and refusal-rate — by model, by tool, by version.
04 · ServiceAI Consultation
Strategy, governance, impact, adoption, compliance — purpose-built for regulated environments.
05 · ServiceAI Adoption
Telemetry, not surveys. Eight signal families across the AI gateway, mapped to the adoption ladder.
How we work
Four phases. No fluff. No funnel.
— Phase
W1W2W3W4W5W6W7W8W9W10W11W12
Duration — Phase 01 Discover A short brief, a 30-min call. We listen first, no pitch deck.
Wk 1–3
kickoff brief30-min listen callreadout deckfeasibility note
— Phase 02 Architect Reference architecture aligned to your cloud, controls and team.
Wk 3–7
target architecturecontrols mapteam planbuild estimate
— Phase 03 Build Senior engineering. Production-grade from day one. No throwaway pilots.
Wk 7–11
production systemrunbookstest & evalSLOs in place
— Phase 04 Govern & Scale Telemetry, policy gates, adoption signals — the operating layer.
Wk 11+
telemetry livepolicy gatesadoption signalsquarterly review
Why SMH
The market is loud. We optimize for signal.
— Typical AI vendors
Loud, hype-driven delivery
- × Hype-led pilots that never reach production
- × Black-box agents with no audit trail
- × Roadmaps without measurable outcomes
- × Governance bolted on after deployment
- × One-cloud, one-vendor lock-in
— SMH
Quiet, disciplined enterprise capability
- ✓ Production-grade systems with senior engineering
- ✓ Interpretable agents with full telemetry
- ✓ Every initiative tied to measurable signals
- ✓ Governance designed in from architecture
- ✓ Provider-agnostic — Azure, AWS, GCP
Provider-agnostic architecture
One reference architecture. Three clouds.
We're not a cloud reseller. We're certified across the three majors and architect the same disciplined patterns regardless of where your data lives.
Amazon Web Services
— SAA-C03 / MLS-C01 certifiedIAM Identity Center, EKS, Bedrock, GuardDuty, CloudWatch.
IAM ICEKSBedrockGuardDutyCloudWatch
Google Cloud
— PCA / PMLE certifiedCloud Identity, GKE, Vertex AI, Security Command Center, Cloud Logging.
Cloud IdentityGKEVertex AISCCLogging
Sectors we serve
Built for regulated, multi-stakeholder environments.
- — 01 Financial Services EBA · DORA · MiFID IIaudited · regulated→
- — 02 Healthcare & Life Sciences GDPR · MDR · HIPAApatient safety→
- — 03 Public Sector EU AI Act · NIS2sovereign data→
- — 04 Manufacturing ISO 9001 · ISO 27001OT-aware→
- — 05 Energy & Utilities NIS2 · NERC CIPcritical infra→
- — 06 Logistics & Mobility GDPR · ePrivacyreal-time scale→
— Operating logic · if / then
01
IFAI is a side experiment
→
THENit creates organizational risk
02
IFAI is treated as infrastructure
→
THENit creates lasting advantage
03
IFtelemetry is missing
→
THENadoption stalls in week three
04
IFgovernance is designed in
→
THENtransformation is repeatable
// Measured. Governed. Scalable. — our operating system, not a tagline.
Writing & research
From the engineering desk.
— Automation
Agentic Automation Is Moving Into Core Enterprise Workflows
New AI agent features are landing inside workload automation, ERP, and mainframe-adjacent processes. The winner will be deterministic control, not raw autonomy.
May 20, 2026 — Cloud & Automation
Hybrid and On-Prem AI Is Becoming the Default for Regulated Automation
The newest enterprise AI announcements point to a clear pattern: regulated companies want agentic automation where their data already lives.
May 20, 2026 — Technology
How AI Is Reshaping Enterprise Software Development
AI is changing what enterprise software development looks like — not just how fast code ships, but what artifacts exist, what roles matter, and where governance now lives. The shift is structural, and it's already underway.
February 28, 2026— Ready when you are
Send a brief. We reply within one business day.
A senior engineer or strategist replies — no SDR funnel, no slide deck. Either a clear path forward, or an honest no.