AI builder · Generalist operator · Problem solver

I build the systems and AI tools that take manual work off your team.

AI chatbots, internal tools, revenue-ops automation, and risk systems — built for 20+ prop trading firms and teams across fintech and tech, over six years of remote work.

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What the work produced

20+

prop trading firms worked with

operations, risk rules, and platform setup

100,000+

evaluation and funded accounts monitored

for breaches and prohibited trading practices

Millions

in trading exposure prevented

through risk and compliance systems

250+

manpower hours saved per month

per engagement, through AI-driven workflow automation

Under 3 min

to onboard a prop firm onto a trading platform, down from a full day

~8 hours saved per firm; 100+ hours across the 13+ firms onboarded so far

3×

conversion for an AI startup client

funnel, onboarding, and qualification rebuilt

47% → 75-80%

self-serve resolution lift

across 5 enterprise firms, ~300,000 annual tickets

7+

end-to-end product launches shipped

in fintech and prop trading

Selected work

Anonymised to respect client confidentiality.

Prototype-First Product Building Practice

2024 — Present

Prototype every product idea in a playground (Lovable, Replit, Claude Code, Codex) before engineering involvement. Outputs include risk-management internal tools, KPI dashboards, customer and purchase flows, Slack-based issue tracking, and a CRM for enterprise trading firms.

AI Trading Alerts and Algorithmic Execution

2025

A personal trading alerts app generating signals from a custom algorithm, piped into TradingView via webhook for automated execution. End-to-end: signal logic, webhook integration, alert handling.

Personal AI Context System

2025 — Present

A system that tracks personal digital behaviour — messages, notes, meeting transcripts — and feeds it back as working context.

Enterprise Support System Overhaul

2022 — 2024

Support ticketing rebuilt across 5 enterprise firms with ~300,000 combined annual tickets. Managed teams of 50+. Self-serve resolution lifted 47% to 75-80%.

End-to-End Product Launches

2024 — Present

7+ major launches owned across multiple streams: legal (six contract versions per launch), product logic, website audits (33-edit cycles across 9+ pages), and internal comms.

Once a Doctor — YouTube

2025 — Present

AI tools and productivity channel for builders and operators. Claude Code workflows, voice dictation, and integrating AI into a daily working stack.

Engagements

Trading platform

ongoingclient

Product leadership for their prop-trading CRM platform

Oct 2025 — Present

Remote

  • Owns the product roadmap for the prop-trading CRM platform, sequencing scope against launch commitments and engineering capacity
  • Defines the business rules governing the platform: risk and drawdown logic, challenge and funding models, pass/fail thresholds, payout gating, and escalation tiers
  • Primary interface between the commercial side of the business and engineering — specifies, prioritises, and triages the development backlog; sprint planning with the CTO
  • Owns the applied-AI roadmap, including copilot and assisted-decision features, and specifies platform data so it is addressable by AI systems rather than retrofitted later
  • Primary commercial and technical point of contact for partner prop firms on the platform
  • Built browser extensions that automate challenge-rule setup and testing: onboarding a new firm went from a full day to 1-3 minutes, cutting onboarding cost for a B2B enterprise offering
  • Holds release sign-off; decides what ships, is deferred, or is cut when scope and timeline conflict

Rai Consulting LLC

ongoingmy practice

Founder and Principal Consultant

Jun 2024 — Present

Remote · US entity, working globally

  • Builds AI chatbots, internal tools, and revenue-ops automation, and advises prop trading, fintech, and trading technology teams on systems design, compliance, product logic, and risk
  • Built compliance, risk, support, and payout systems from zero for a prop trading firm; detection flags flipping, hedging, and over-sizing firm-wide
  • Owned 7+ product launches end to end for a prop trading firm, including replacing its futures signing-bonus model with a sim payout model
  • Tripled conversion for an early-stage AI startup by restructuring acquisition, onboarding, and qualification
  • Reverse-engineers existing tools and policies to surface KPIs, then rebuilds them as trackable frameworks

Easton Consulting Technologies

client

Support operations transformation across 5 enterprise firms

Aug 2022 — Apr 2024

Miami, FL · firm has ceased operations

  • Overhauled support ticketing across 5 enterprise client firms, ~300,000 combined annual tickets
  • Managed teams of 50+; owned onboarding, training, and performance evaluation
  • Automated repetitive tasks across 5 client firms, saving 250+ manpower hours per month

How I got here

  1. 2017–2023

    MD + MPH

    Finished the two-year MPH coursework in six months, alongside the MD. Both degrees conferred the same day.

  2. 2018

    Started learning tech and business

    Alongside medical school, through 2020

  3. 2020

    Started freelancing

    Remote, with teams worldwide

  4. 2022

    Ops leadership, while still studying

    Managed a team of 50+ · ~300k tickets a year

  5. 2024

    Founded Rai Consulting LLC

    Risk systems, AI products, and automation for 20+ prop trading firms and growing teams

Platforms and tools worked with

AI

Claude CodeReplitLovableCodexWispr FlowMCPClaude CodeReplitLovableCodexWispr FlowMCP

Trading platforms

QuantowerNinjaTraderTradovateRithmic Trader ProMetaTrader 4 and 5TickblazecTraderDXtradeQuantowerNinjaTraderTradovateRithmic Trader ProMetaTrader 4 and 5TickblazecTraderDXtrade

Prop CRM & back office

FPFX TechTickblaze ManagerAxceraTradeTechSolutionsRManagercTrader ManagerMetaTrader ManagerFPFX TechTickblaze ManagerAxceraTradeTechSolutionsRManagercTrader ManagerMetaTrader Manager

SaaS

IntercomSlackJIRANotionConfluenceClickUpMiroBrevoZoomIntercomSlackJIRANotionConfluenceClickUpMiroBrevoZoom

Consulting

Systems, automation, and AI for your team

See what I build

Custom tools

Doing something by hand that a tool could do?

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