Methodology
6-Stage FrameworkA disciplined, repeatable engineering and design pipeline that takes AI from abstract strategy to audited production. Built for Swiss banks, health innovators, and regulated enterprises.
Value vs. Feasibility Matrix
We map operational workflows across your organization to separate high-impact strategic automation from fragile AI hype. We evaluate data availability, regulatory boundaries, and human-in-the-loop constraints before writing a line of code.
Key Stage Deliverables:
Multi-Agent Orchestration & Data Mapping
We architect modular, resilient agent networks with clear role definitions, tool schemas (MCP), context memory, and deterministic fallbacks. Systems are designed to integrate seamlessly with existing core systems (APIs, CRM, ERP, core banking).
Key Stage Deliverables:
Confidence, Explainability & Seamless Intervention
AI is only as powerful as human trust. We design intuitive interfaces where users can initiate tasks, inspect agent reasoning chains, verify citations, adjust parameters, and take back control whenever confidence drops below thresholds.
Key Stage Deliverables:
Working Code on Sandbox Data in 4 Weeks
In our 4-week Agentic AI Design Sprint, we build a fully functional prototype deployed on your sanitized sandbox data. Your stakeholders experience real agent orchestration and receive board-ready architectural proposals.
Key Stage Deliverables:
Audra Eval Automated CI/CD Quality Gates
We integrate our proprietary Audra Eval framework to test accuracy, citation fidelity, hallucination rates, and latency under stress. Automated evaluation gates prevent regressions from reaching staging or production.
Key Stage Deliverables:
24-60 Month Software-Style Operating Subscription
We don’t abandon code at launch. Our Run subscription provides 24-60 months of continuous SLAs, model updates, token management, security patching, and monthly feature velocity delivered by named senior architects.
Key Stage Deliverables:
xLongevity needed to generate highly personalized clinical health protocols from massive intake files in minutes rather than days. We implemented a 5-agent LangChain and Azure OpenAI pipeline that parses biomarkers, assesses medical risk, and compiles clinical recommendations with full citation verification.
< 5 min
Protocol generation time (down from 4 days)
5 Agents
Intake, risk, protocol, lifestyle, and report generators
100%
Citation traceability for clinical auditability
Azure AI
HIPAA / GDPR compliant Swiss/EU cloud isolation
xLongevity is a Windmill client and a Windmill founder is an officer of xLongevity. We publish these numbers because the work is real, and we say this because you should weigh them knowing it.
Start with our 4-week Agentic AI Design Sprint. We qualify feasibility, configure sandbox data, and deliver a working prototype.
