Over-engineered stacks
Too many services, not enough outcomes. I simplify to a lean, testable core that ships fast.
B2B AI & Data Systems Architect
Architect, build, and ship AI + data products that actually drive revenue.
I build production-grade AI systems, data pipelines, and SaaS architectures for founders who need senior execution—without agency fluff or endless delays.
Built for
- Founders & B2B teams that need results this quarter.
- Data-heavy products: real estate, talent, market intel, ops tools.
- Teams burned by slow agencies or experiments that never shipped.
Not a fit if
- You want prototypes without a production path.
- You prefer long discovery cycles over fast delivery.
- You need a large agency team instead of senior hands-on execution.
CTO
Senior engineer & fractional CTO
AI + data systems built with Nuxt, Node.js, PostgreSQL, and Cloudflare.
Production-grade RAG, AI agents, and WhatsApp assistants that cut manual ops.
Scraping and enrichment pipelines with dedupe, embeddings, and monitoring.
SaaS architectures: multi-tenant pricing, feature gating, billing, and SLAs.
Founder pains
The usual blockers slowing your launch
Clear problems, direct fixes.
Unreliable data
Scrapers break, data is messy, dedupe is missing. I build resilient pipelines with monitoring and alerts.
AI without ROI
Chatbots and demos that never hit production. I deploy RAG, agents, and assistants that tie to revenue and ops savings.
Slow execution
Weeks of planning with no shipping. I deliver weekly increments that integrate with your stack.
Services
Outcome-first builds
AI & Automation Systems
Data & Scraping Infrastructure
B2B SaaS Architecture
Performance & Cost Optimization
Fractional CTO / Technical Advisor
Why work with me
Senior, hands-on execution with clear ROI
I build and ship full systems—architecture, code, and infrastructure. You work directly with me, not an account manager. Every sprint ties back to revenue, retention, or cost savings.
Hands-on builds
I write the code, own the architecture, and ship the release. No handoffs.
Founder-first
Decisions map to revenue, margins, and runway—not vanity metrics.
Battle-tested
Real systems in production: AI job boards, real estate data platforms, and B2B SaaS.
Clear comms
Weekly demos, metrics, and next steps so you always know progress and risks.
Stack & focus
- AI systems: LLM integrations, RAG, embeddings, agents, and messaging assistants.
- Data pipelines: scraping, ETL, dedupe, enrichment, monitoring, and Sentry.
- SaaS architecture: multi-tenant pricing, feature gating, billing, and ops tooling.
- Platforms shipped: AI job boards, real estate data networks, data-heavy B2B apps.
Process
A simple, accountable engagement
Fast kickoff, weekly proof of progress.
01 Alignment call
30 minutes to map goals, constraints, and timelines.
02 Architecture + plan
A concise delivery plan with scope, success metrics, and budget.
03 Build + ship
Weekly iterations: AI, data pipelines, and frontend shipped to production.
04 Run + optimize
Monitoring, cost controls, and roadmap so the system stays healthy.
Use cases
Examples tailored to your market
Proof over promises.
Real estate platforms
Nationwide data ingestion with AI search and alerts.
- Scrapers + ETL for listings, photos, and zoning data
- Embeddings for similar property recommendations
- WhatsApp agents for lead qualification
AI-powered job boards
High-quality matching, dedupe, and employer tools.
- Deduplicated postings with company enrichment
- RAG for role insights and skill gap analysis
- Automated outreach sequences with guardrails
Ops + automation
Replace manual workflows with reliable AI agents.
- Document and inbox triage with structured outputs
- Queue-based automations with retry + alerting
- Dashboards to track savings and accuracy
FAQ
Practical details founders ask
Straight answers.
How fast can we start?
Within a week. The first call sets scope, then I deliver a short plan and begin execution.
Do you work with existing teams?
Yes. I integrate with your engineers, product, and ops to ship together.
What stacks do you prefer?
Nuxt, Node.js, PostgreSQL (JSONB, pgvector, PostGIS), Redis, Cloudflare Workers/Queues, and Laravel when it fits.
How do you ensure quality?
Structured logging, monitoring, Sentry, and small, testable increments with clear owner metrics.
Ready to ship
Book a working session
30-minute call to align on goals, constraints, and immediate wins. If there's no fit, you'll still get a concrete plan.
CTA copy variations
- Book a 30-minute working session
- Show me the fastest path to production
- Review my AI/data architecture this week