AI Development for
Web3 / DeFi.
DeFi pays for engineering quality. One bad audit costs more than a year of revenue. Vedwix builds ai development for Web3 / DeFi companies — with the compliance posture, KPI awareness, and operational shape your category demands.
Brief us on AI workWhat we know about Web3 / DeFi.
- MiCA
- FATF travel rule
- KYC/AML
- TVL
- Active wallets
- Volume per chain
- Multi-chain fragmentation
- Regulatory uncertainty
- Reputational risk
Three use cases we ship.
On-chain analytics
We build AI features that ship to real users — not demos. For DeFi, that means designing for MiCA, measuring against TVL, and avoiding the multi-chain fragmentation that plague the category.
Security audits
We build AI features that ship to real users — not demos. For DeFi, that means designing for MiCA, measuring against TVL, and avoiding the multi-chain fragmentation that plague the category.
Wallet UX
We build AI features that ship to real users — not demos. For DeFi, that means designing for MiCA, measuring against TVL, and avoiding the multi-chain fragmentation that plague the category.
AI Development,
DeFi-aware.
We don't pretend every project is the same. Web3 / DeFi has its own compliance, KPIs, and unwritten rules. We bring those in from day one.
Start a projectWhat you get.
- RAG system with hybrid search
- Eval harness + observability
- Agent orchestration
- Fine-tuning + serving
- Internal AI tooling
We build AI features that ship to real users — not demos. RAG systems with hybrid retrieval, agents with structured outputs, fine-tuned small models, and eval harnesses that measure quality before and after every change.
Examples of Web3 / DeFi companies in this space: Uniswap, Aave, MakerDAO.