AI Systems Design
Agentic RAG, multi-agent workflows, quality-gated pipelines
Resume
John Kipe
AI Systems Architect
10+ years of applied AI architecture and implementation for customer success, post-sales, and revenue operations workflows.
01
Career profile
Highlights
Scope, operating context, and measurable delivery profile.
Career Highlights
- ✓10+ years shipping production AI systems inside high-accountability SaaS environments
- ✓Led a 15-person team across $70M ARR / 1,000-customer MidMarket segment with strong renewal outcomes Evidence
- ✓Built scoring, forecasting, and renewal-risk workflows used by CSMs daily Evidence
- ✓Bridged business requirements to architecture and implementation in post-sales
Target Roles
- 01AI Systems Architect
- 02Solutions Architect (AI / GenAI)
- 03Applied AI Engineer
- 04Customer Success AI Architect
- 05Revenue Operations Systems Designer
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Core competencies
Where I create the most leverage
Customer Success AI
Renewal risk detection, account health, expansion scoring
Solutions Architecture
Post-sales design, integration mapping, implementation roadmapping
Data & Analytics
Snowflake, SQL, Python, CRM data synthesis
Team Leadership
15-person team management, cross-functional execution, stakeholder enablement
Delivery Operations
Cloud deployment, documentation, runbooks, reliability monitoring
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Featured achievement
Built the REACH scoring methodology across 1,200+ global accounts — a repeatable scoring model with CRM-integrated outputs that improved CSM execution focus across a $250M ARR organization.
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Education & certifications
Formal credentials
2008
Associate of Science, Business Administration
2025
Glean Agent Builder Certification
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Resume formats
For detailed role history and project outcomes, review the Experience page, open the ATS-safe resume version, or open the full PDF resume in a new tab.