Services
AI Consulting Services: Security, RAG Implementation, & Fractional AI Architect
AI security isn't optional. I build AI platforms with penetration testing baked in from day one—prompt injection defense, RAG security, vector search hardening, and OWASP testing by the same engineer shipping your product. Think of it as your Fractional AI Architect who also gets their hands dirty.
Pick a lane
Three simple ways to work together
Everything rolls up into one of these: engineering the platform, hardening it, or modernizing what you have for AI. Each path links directly to the focused service pages below.
AI Platform Engineering
Next.js/Astro frontends, RAG pipelines, MCP/agent workflows, and productized AI features that are observable and billable from day one.
AI Security
Penetration testing, prompt-injection testing, RAG retrieval hardening, and multi-tenant security reviews mapped to real controls.
Modernization & Migrations
Drupal, WordPress, and Rails modernization with AI readiness baked in: semantic search, RAG, and observability lined up for the next phase.
Penetration Testing for AI Platforms
Standard pen testing misses AI-specific vulnerabilities. We run OWASP methodology plus LLM-specific attacks-prompt injection, context poisoning, jailbreaks, and RAG security testing . We test on your actual stack: Next.js/Vercel, Supabase, pgvector, LangChain. Vulnerabilities hide in the integration layers, not just obvious endpoints.
- Prompt injection through file uploads and conversational attacks.
- Context poisoning via vector search manipulation.
- Model extraction and API key leakage in streaming responses.
- Session hijacking in multi-agent handoffs.
- OWASP Top 10 coverage (SQLi, XSS, CSRF, broken auth).
Timeline: 2 weeks for most AI platforms. You get proof-of-concept exploits, remediation code, and follow-up testing. No generic reports-real fixes shipped to your codebase.
Vulnerability Scanning That Actually Finds AI Issues
Generic scanners don't understand RAG systems or LLM workflows. We built custom vulnerability scanning tools that detect vector poisoning, retrieval-aware prompt injection, conversation hijacking, and streaming response manipulation.
Why CTOs hire me
Architecture, code, and security from one person
Architecture + implementation
You don't get a slide deck handed to juniors. I design the system and ship the code.
Security built in
Pen testing, prompt-injection suites, RAG retrieval filters, and MCP guardrails ship with features.
Direct access
No account managers. You DM the person making the decisions and fixes.
Prompt Injection Prevention & Detection
Prompt injection is the new SQL injection. We test direct and indirect attacks, multi-turn conversation exploits, function calling hijacks, and system prompt extraction. Detection combines rule-based guards with ML classifiers trained on real attacks.
Outcome: Users get AI that feels instant, resilient, and premium.
Outcome: Your RAG stack becomes a reliable product layer, not a brittle demo.
Outcome: Audit-readiness is a feature, not a rewrite.
Outcome: Monetization launches alongside product and governance.
Extended delivery surfaces
Beyond the core stack, we orchestrate revenue architecture, API orchestration, growth systems, and multi-agent workflows under the same roadmap.
Ready to map your AI consulting services roadmap?
Whether you need a Fractional AI Architect to set strategy or a lead engineer to ship code, book a 30-minute technical call to map your roadmap.