From the first question
to the thing that works.

Financial operations and credit infrastructure. Connects collections, payments, savings, and financing across web, WhatsApp, and partner integrations.

Signal-to-outreach system for Kinage: a Python pipeline ranks market signals, a Next.js layer turns them into enriched, ICP-classified contacts in HubSpot.

Mission control for compliance officers: detect regulatory drift in live disclosures, triage violations, and drive remediation before a regulator does.

An overlay for sanctions, fraud, regulatory, and operations queues that ranks what to look at now, packages what is missing, and refuses to auto-release anything that should stay held.

A first-pass deployment agent that turns a customer's messy transcripts, Slack threads, and policy memos into a spend-platform configuration, plus an audit log that says exactly what a rep can trust.

AI pipeline that turns sales call transcripts into structured CRM records within minutes of a call ending, zero manual steps.

Financial operations and credit infrastructure. Connects collections, payments, savings, and financing across web, WhatsApp, and partner integrations.

Signal-to-outreach system for Kinage: a Python pipeline ranks market signals, a Next.js layer turns them into enriched, ICP-classified contacts in HubSpot.

Mission control for compliance officers: detect regulatory drift in live disclosures, triage violations, and drive remediation before a regulator does.

An overlay for sanctions, fraud, regulatory, and operations queues that ranks what to look at now, packages what is missing, and refuses to auto-release anything that should stay held.

A first-pass deployment agent that turns a customer's messy transcripts, Slack threads, and policy memos into a spend-platform configuration, plus an audit log that says exactly what a rep can trust.

AI pipeline that turns sales call transcripts into structured CRM records within minutes of a call ending, zero manual steps.

Hand-rolled RAG pipeline from scratch: grounded retrieval, confidence scoring, and graceful abstention when evidence is insufficient.

Understanding retrieval latency at the systems level, before recommending it at the product level.

Coordination overhead compounds outages. This removes it.

Building an agentic AI to understand where it earns trust, and where it doesn't.

Email and push that actually lands.