▓ AI_PRODUCT_RESCUE.EXE
AI Product Rescue Audit
For founders whose AI MVP works in demos but breaks with real users.
I audit fragile AI products across security, architecture, reliability, data flow, cost controls, deployment, and handoff, then turn the findings into a prioritized production roadmap.
▶ I AUDIT
- → architecture and system boundaries
- → security, prompt injection exposure, and unsafe data handling
- → auth, permissions, tenant isolation, and admin surfaces
- → logs, observability, retries, queues, and failure recovery
- → dashboards, operator flows, billing, and cost controls
- → deployment, environment setup, handoff, and maintainability
▶ YOU GET
- → risk map across product, security, reliability, and operations
- → prioritized rescue roadmap instead of vague advice
- → fixed-scope implementation options for the highest-risk gaps
- → launch-readiness estimate for productionization
- → plain-English handoff notes for founders, teams, or investors
▶ GOOD FIT
- → OpenAI, Claude, and LLM web apps
- → Retell / voice agent workflows
- → RAG systems, chatbots, and internal AI tools
- → AI SaaS dashboards, APIs, and operator panels
- → automation prototypes that need engineering before launch
▶ WHY ME
I am not a vibe coder. I use AI heavily, but I think like an engineer: systems, failure modes, data flow, security, deployment, maintainability, and handoff.
10+ years shipping production software across SaaS, APIs, dashboards, automation, voice agents, e-commerce, mobile, and hardware integrations.
▶ REAL CASES
- AIMOAT.EXE — Security scanner for public AI chatbot integrations. Built to test how AI chat products fail in the real world: prompt injection exposure, system prompt leakage, unsafe response rendering, endpoint abuse, weak browser storage, missing security headers, and weak evidence around model behavior.
- SLIVO.EXE — A production-oriented voice AI SaaS that embeds a sales agent into online stores. Customers start a call from a storefront widget, the agent searches products in real time, shows product cards, and moves the buyer toward an order or invoice.
- LURKEE.EXE — Async FastAPI backend with a multi-step AI pipeline for business reporting: scheduled scraping, content hashing, diffing, LLM severity analysis, reports, alerts, billing, and operator-facing workflows.
- PITCHDECK.AI — Client-delivered AI system that parses messy founder input, enriches it with research, narrates a deck, evaluates and revises the result, then renders editable business artifacts: VC deck, one-pager, scoring report, architecture overview, and intermediate JSON outputs.
- TRADINGBOT.AI — Client-delivered paper trading automation POC focused on operational reliability rather than investment claims. The system includes REST API, scheduler, risk manager, persisted runtime config, state store, operator dashboard, deployment, and production-minded documentation.
- BIGBATTERY.WP — Custom WooCommerce theme with advanced product filtering, deals system, and a solar-sizing energy calculator. Git-driven deployment via Pressable + GitHub webhooks.