Knowledge Management
MCP customProduction
Enterprise KB with hybrid search (BM25 + vectors), Claude synthesizes grounded answers. Custom MCP server exposes it.
Portfolio · Proof not pitch
10+ SaaS built on Claude. We operate what we advise.
Every client engagement reuses patterns we've shipped in our own studio. No slides — production code.
10+
SaaS in production
8
industries covered
4
architecture patterns
100%
Claude-powered
Anonymized by design. Products below are described by industry, Claude use, and pattern. Full transparency under NDA during Discovery calls.
8 products · 4 patterns
AI Observability
API + MCPProduction
Captures 100% of Claude Code sessions, multi-tenant audit trail, governance signals (tool usage, file access).
Construction · QC
API + MCPProduction
Claude extracts inspection data from photos + voice, generates cantonal-compliant PDF reports, flags anomalies. Offline-first.
Fintech · Swiss compliance
API + MCPProduction
Parses heterogeneous inputs (emails, PDFs), generates ISO 20022 QR-bill invoices, reconciliation, accounting exports.
HR · Payroll
API + MCPProduction
Validates salaries against cantonal rules, produces payslips, AVS/LPP/IS calculations. Conversational for HR generalists.
Field Service
API + MCPProduction
Dispatching, work orders, QR invoicing. Claude turns technician field notes into customer-ready deliverables.
Public sector · GIS
API + MCPLive beta
Arborist VTA inspections, offline mobile, swisstopo maps. Claude produces regulator-ready reports + maintenance plans.
AI Operating System
MCP customProduction
Every employee accesses the company AIOS via WhatsApp. Claude routes to MCP-exposed tools (CRM, calendar, HR).
The 4 architecture patterns
The reusable engineering we apply to clients.
API + MCP
Claude API + custom MCP
Backend → Claude → MCP exposing your ERP/CRM. Most common. For enrichment, categorization, summarization.
MCP custom
MCP server (connect once, use with any AI)
One connector exposes your data to Claude today, OpenAI tomorrow. 2-5 days for a production SMB MCP.
Agent SDK
Agent orchestration (multi-step)
Claude Managed Agents for end-to-end workflows. Bug fixing, sales research, complex support resolution.
Claude.ai
Claude.ai + official MCPs (no-code)
Team/Enterprise + Drive/Gmail/Slack/Notion connectors. No backend. Best starting point for PME 10-30.
See one of these up close
Under NDA, Discovery call walks you through the actual code, product, and metrics.