Rai Consulting LLC
We design the systems, logic, and strategy
that trading and tech firms run on.
Strategy-led systems consulting for prop trading, fintech, and technology teams
We help businesses turn complexity into structure: systems, logic, and strategies that make operations efficient, decisions data-driven, and results measurable.
Operations
run efficiently, without manual drag
Decisions
backed by data, not instinct
Results
measured, so they can be repeated
Five things, done end to end.
We work inside the rules prop firms actually run: evaluations, trailing drawdown, consistency rules, and payout cycles.
AI products and workflow automation
Internal tools, automation scripts, and Python pipelines that replace manual work across support, risk review, KYC, and trader onboarding. Built and shipped with Claude Code, Codex, Replit, and Lovable.
Risk, compliance, and fraud logic
Detection logic for the behaviors your own terms prohibit: account flipping and stacking, cross-account hedging, copy trading, latency exploitation, and one-sided news gambling. Rule sets and edge cases designed before a line of code is written.
Data and KPI dashboards
Evaluation funnels, breach events, and payout data turned into reporting your risk desk and ops team actually run on.
Payout and operational infrastructure
Payout adjudication is the highest-stakes workflow in a prop firm. We build payout systems with verification and safeguards baked in, so every approval and denial is defensible and evidence-backed.
Product and strategy execution
We sit between strategy and shipped product, and we reverse-engineer what already works, then rebuild it as a smarter, measurable, repeatable process.
Outcomes from engagements, not projections.
Millions
in trading exposure prevented through risk and compliance plugins
1,000s
of evaluation and funded accounts monitored for breaches and prohibited practices
3x
conversion after rebuilding a client acquisition system
200+
operational hours saved monthly through workflow automation
Dr. Prannay Rai Sharma
Founder and Principal Consultant
AI builder and generalist operator. Prannay sits between strategy and shipped product: he designs the logic and edge cases while developers and AI handle the code, and he teaches teams to use AI to simplify workflows and ship faster. His work blends product management, business strategy, and process automation across prop trading, fintech, and technology.
PropShopTrader Head of Compliance, Product and Support
Tickblaze Product Manager, PropTech
AI stack
Trading platforms
Back office and CRM
Ops tools
Tell us what you are trying to build.
Queries, projects, partnerships, and full-time engagements all start here. Describe the problem in plain language and you will get a plain-language answer back.
rai@prannayrai.com