About
Independent practice. Evidence-led work.
The practice focuses on the difficult boundary between a system that appears to work and a system that can be relied on.
Sergei Ivanov
Sergei Ivanov is an independent Quant Data & AI Reliability Consultant working at the intersection of market-data engineering, options and FX research, AI-assisted development and production delivery. His work includes historical and live data integration, vendor-feed reconciliation, multi-leg instrument controls, backtest integrity, financial AI evaluation, web and Android product delivery, monitoring and controlled releases. He is based in Montenegro and works remotely with clients outside Montenegro.
Quant Data & AI Reliability Consultant
Relevant working areas
- Options and FX market-data workflows
- Historical and live data reconciliation
- Python, SQL, APIs and data stores
- AI-assisted engineering and evaluation
- Web and Android product delivery
- Monitoring, release and rollback controls
How the practice works
Engagements are intentionally small at the start: a written scope, agreed inputs, a defined evidence boundary and a fixed quote. The work can then stop, move to a repair sprint, or become a monitoring design only when that next step is useful.
What this is not
Quant Data Reliability does not provide investment advice, trading signals, asset management, execution, statutory audit, legal advice or regulatory certification.