VP Eng | AI, Crypto, Fintech & iGaming Expert
VP of Engineering with 16+ years across iGaming,
cybersecurity, fintech, and telecom (bet365, Acronis,
Nokia, HP).
Founder of Autonix Lab — AI & Web3 consulting venture
helping businesses cut costs and ship faster using AI.
Built production AI products (SaaS, Cloudflare Workers,
Next.js) and reduced development costs by 3000x using
AI-assisted workflows.
Expert network consultant on AI adoption, engineering
productivity, and iGaming technology (GLG, Guidepoint,
Atheneum, Alphasights).
Available for calls on:
- AI transformation & implementation
- Engineering team productivity with AI
- iGaming technology & payments
- SaaS architecture & product strategy
- Fintech & online payments (PSPs, acquiring, KYC/AML)
- Crypto, blockchain & DeFi
- SEO & organic growth strategy
- Web3 product development
- Startup & product growth strategy
Bitcoin
VP Eng | AI, Crypto, Fintech & iGaming Expert
Great question — I've navigated both paths across iGaming and DeFi projects, including building a DEX on Base chain with custom tokenomics. Here's the honest breakdown: BUILDING FROM SCRATCH Technical requirements: - Matching engine (order book or AMM logic) - Wallet infrastructure (hot/cold, MPC custody) - Liquidity management - Real-time market data feeds - Security architecture (critical — exchanges are the #1 hacking target in crypto) - KYC/AML pipeline integration Timeline: 12-24 months minimum for a serious CEX Cost: $500k-$2M+ for compliant, secure build Regulatory requirements: - MSB registration (FinCEN if US-facing) - VASP registration (EU under MiCA 2024) - Travel Rule compliance (FATF) - Separate requirements per jurisdiction - Banking relationships (hardest part) WHITE-LABEL (B2Broker, AlphaPoint, OpenDAX etc.) Pros: - Launch in 3-6 months - Regulatory modules pre-built - Proven matching engine - $50k-$300k setup cost Cons: - Revenue share or high licensing fees at scale - Limited differentiation - Vendor dependency for critical infrastructure - Still need your own regulatory licenses MY HONEST TAKE: Unless you have $1M+ budget, a legal team, and banking partners lined up — white-label first, build later. The regulatory piece is where most projects die. MiCA in Europe alone requires months of legal work before you touch a line of code. DeFi/DEX is a different story entirely — no custody, no KYC in most jurisdictions, much faster to launch. Happy to go deeper on DEX architecture, MiCA compliance, or white-label vendor selection on a call.
Software Development
VP Eng | AI, Crypto, Fintech & iGaming Expert
Having built and scaled software platforms across fintech and tech for 16+ years, here's a practical breakdown: For a multi-restaurant food delivery platform you need to evaluate on 3 axes: logistics complexity, commission structure, and customization. Top options worth considering: 1. Shipday – best for small/mid operations, solid driver tracking, low cost 2. Onfleet – strong logistics and route optimization, better for scale 3. Olo – enterprise-grade, used by major chains, expensive but robust 4. Bopple – good for multi-location restaurant groups 5. Upper – delivery route optimization focus 6. Tookan – highly customizable, good API, suits custom builds My honest take: most off-the-shelf solutions charge heavy commissions or licensing fees as you scale. In 2026 with AI-assisted development, building a custom lightweight platform costs a fraction of what it did 3 years ago — worth considering if you're planning serious scale. Happy to go deeper on architecture or vendor selection on a call.
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