At Inserviss, I built Inserviss Beacon, a production SaaS that measures whether AI answer engines cite a business and generates pages to close citation gaps. Its multi-agent pipelines include cost guards and report why a measurement was not made rather than failing silently.
With Levee, a venture built within Inserviss, I set a firm boundary for AI: LLMs explain and research, while tested deterministic code handles every money figure. I built citation-checked outbound research, read-only billing connectors, and an event-sourced reconciliation engine where figures trace back to source events and rule versions.
Earlier, at TD Lin, I won a competitive USD 1M Kazakhtelecom bid and managed a team of 40. At Setcoin Group, I built Setcoin Intelligence for portfolio-intelligence and dataroom-analysis reports, advised investment clients, and designed AI systems and interactive prototypes for infrastructure projects.
