1. Deep domain expertise: 12 years focused on digital twins across manufacturing, utilities, and asset-heavy industries.
2. Full-stack delivery: From sensors and edge to cloud, analytics, and visualization — one provider for the whole pipeline.
3. Business-first approach: I prioritize measurable KPIs (downtime, OEE, maintenance costs) and ROI justification.
4. Clear communication & agile execution: Regular demos, stakeholder alignment, and iterative delivery.
5. Security-conscious: Design and implement secure data flows and governance for sensitive operational data.
Work Terms
1. Discovery & Roadmap (fixed-price): 1–3 weeks — deliverables: maturity assessment, ROI estimate, implementation plan.
2. PoC / Pilot (time & materials): 4–12 weeks — validate data, models, and KPIs.
3. Full Implementation (milestone-based): 3–9+ months — end-to-end deployment.
4. Ongoing Support (monthly retainer): monitoring, updates, and enhancements.
Hourly/day rates or range — : $25–$50/hr depending on scope and seniority.