Case studies

Selected work and experience. Clearly attributed.

Founder-built products and enterprise systems led by BitIT leadership before BitIT. Every record states its stage, and metrics stay inside their documented system and delivery boundaries.

Founder-built

Products built directly by BitIT leadership.

Founder-builtAccounting technology / applied AI

MunshiIQ

An AI-assisted bookkeeping workflow designed to keep transaction decisions understandable and reviewable by accounting professionals.

Founder-built; requirements shaped by hands-on accounting-workflow experience and early sandbox feedback

  • Transparent confidence and reasoning
  • Correction history
  • Human review and firm/client workflows
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Leadership experience

Anonymized enterprise systems led before BitIT.

Leadership experienceFinancial services / applied AI

AI-assisted audit-trail query

A natural-language interface over historical trading data that translates a question into a validated query schema instead of generating free-form SQL.

Two-month proof of concept evaluated against existing historical trading data

  • Query preparation from hours to seconds
  • Output constrained to a validated schema
  • Portable across two model providers
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Leadership experienceFinancial technology / resilience

Automated data recovery

A replay and validation workflow that turned multi-day manual data recovery into a monitored, controlled process.

Six-month build within a larger platform team

  • 48-72 hours to under 30 minutes
  • Automated gap detection
  • Post-recovery integrity validation
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Leadership experienceCapital markets / compliance

Real-time trade surveillance modernization

A compliance platform moved off overnight batch detection onto 15-minute windows, while its throughput ceiling rose by roughly two orders of magnitude.

Four-year modernization; 15+ engineers across multiple geographies, a seven-figure annual delivery budget

  • 8M to 750M events/day
  • T+1 batch to 15-minute detection
  • 99.9% processing accuracy
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