Sam C Maliyakel
Family Office Financial Operations • Applied AI & Domain Tooling • Tax & Compliance
Finance professional with 8+ years managing full-cycle multi-entity accounting, $1B+ multi-asset portfolio tracking, and treasury operations in single-family office environments. Builder of privacy-first, client-side tools solving structural accounting friction.
“Take the problem to AI, not the sensitive financial data. AI will not replace accounting rigor—it empowers accountants to build lean, private tools that eliminate operational friction.”
Zero-Knowledge Design
Financial data never touches remote LLMs or cloud backends; all tools execute 100% in-browser on client memory.
Pragmatic AI Skepticism
AI accelerates structural software scaffolding and problem solving, not an unchecked replacement for audit precision.
Lean Institutional Tooling
Offline-ready utilities engineered directly by domain accountants to eliminate spreadsheet drag and institutional lag.
Financial Operations Experience
Direct Information FZC
Accountant / Family Office Financial Operations
Maintained multi-currency weekly and monthly valuation models tracking an aggregate asset base exceeding $1B across private equity and venture capital capital calls, direct public equity, debt, real estate, and credit lines.
Directed full-cycle financial reporting for 20 active operating entities (SPVs, Media, Real Estate, Holding Companies) and managed monthly intercompany reconciliation matrices across a 40-company group structure.
Architected an automated Excel-based accrual calculation engine with dynamic cash-to-accrual reconciliation checkpoints, restructuring a legacy 20-year multi-currency UBO ledger with complete mathematical integrity.
Executed international wire transfers, telegraphic transfers (TT), and credit card settlements; prepared UAE VAT returns; and drafted board resolutions and intercompany loan agreements.
Nedumparambil Credit Syndicate
Accountant
Handled balance sheet reconciliations, month-end closing procedures, cash management, and structured internal reporting schedules for credit operations.
Thekkuthode Service Co-operative Bank
Junior Accountant
Maintained general ledger books and day-to-day transactions; supported the operational migration from manual paper ledgers to computerized core banking systems.
Domain Engineering & Repositories
Client-side tools created to eliminate administrative friction without cloud leakage.
LedgerDuck
Zero-Knowledge SQL Audit Engine
Problem Solved: Auditing large general ledgers and trial balances without leaking confidential records to cloud servers or crashing Excel.
Powered by DuckDB-Wasm and React. Features ingestion guardrails (merged cell rejection, rectangular check), 1-click audit checks (split payments, round sums, materiality outliers), and a schema-only LLM prompt helper.
Corporate Structure Builder
Local-First Infinite Canvas & Cap Table
Problem Solved: Managing multi-tier corporate hierarchies, dynamic cap tables, and UBO allocations in static spreadsheets creates severe visualization blind spots.
Built with Vue 3, Pinia, Vue Flow, and Dagre layout. Uses Dexie.js (IndexedDB) for local persistence, temporal historical travel, live cap table balancing, and clean compliance PDF/SVG export.
SheetHound
The Spreadsheet Watchdog • In-Browser Inspection
Problem Solved: Catching external link leaks, broken #REF! errors, hidden tabs, stray out-of-bounds cells, formula directories, and style inconsistencies before sending workbooks to clients or executives.
Inspects workbook internals 100% in-browser on client memory with zero data transmission. Provides comprehensive formula indexing, external dependency mapping, and styling health audits.
Accounting Narration Generator
Daily Rollover & Journal Entry Generator
Problem Solved: Repetitive manual calculation and typing required for daily rollover deposit journal entries under fluctuating floating interest rates.
Built with Vue 3 & LocalStorage. Automates working-day schedules (excluding banking holidays), daily interest calculations, chained closing balances, and template-based entry generation with zero network transmission.
Excel Cleaner & Recon Engine
Client-Side ERP Data Sanitizer
Problem Solved: Messy ERP dumps, unmerged rows, text-formatted numbers, and inconsistent date formats break financial pivot tables and formula chains.
Built with Vue 3, Pinia, and SheetJS. Features explicit column mapping, true number casting, safe null handling (never defaulting missing data to zero), and automated format standardization.
Main Deck
Desktop Control Surface & Offline Accounting PWA
Problem Solved: Standard productivity apps detach day-to-day work from recurring month-end accounting cycles, closing checklists, structured SOPs, and deep focus realities.
Built with Vanilla HTML5/ES Modules and browser-native IndexedDB. Zero build step, offline-ready, structured SOP reader mode, factual "days-since" habit tracking, and full JSON data portability.
Sabbatical Research Sprint
Zero-Knowledge Utilities
Developing client-side, zero-knowledge browser engines for accounting workflows using DuckDB-Wasm, IndexedDB, and SheetJS—ensuring financial records never touch remote cloud servers.
Tax Systems & Cross-Border Rules
Analyzing Indian Corporate Tax, GST compliance frameworks, UAE VAT mechanisms, and evolving international tax architectures (OECD Pillar One / Two).
Schema-Only AI Workflows
Structuring prompt engineering patterns that supply column metadata and audit rules into LLMs to generate queries without ever transmitting row-level financial transactions.
Essays & Perspectives
AI in Accounting: A Reality-Based Analysis
Practical evaluation of where AI genuinely eliminates administrative overhead versus where it fundamentally fails to replace double-entry verification and institutional audit trails.
Before AI Can Handle the Books, It Needs to Understand the Firm
Exploring why automated models struggle without organizational context, multi-entity mapping, intercompany nuance, and institutional memory.
Prompts vs. Dumb Questions: How Should We Really Talk to AI?
A grounded perspective on human-AI interaction—why treating models with iterative inquiry, domain curiosity, and conversational dialogue often outperforms rigid, over-engineered prompt formulas.
Stepping on the Grass in the Post-AI Era
Cultural and philosophical reflections on maintaining intellectual agency, direct craft experience, and practical skills during rapid technological shifts.
The Emotion-Token Theory: AI and the Future of Human Relationships
Analytical exploration of tokenized attention, human-AI communication models, and evolving interaction dynamics across digital workflows.
Qualifications & Tooling
Technologies leveraged to build privacy-first, domain-specific utilities in pair-programming with AI:
Let's Connect
Open for discussions around single-family office financial operations, multi-entity modeling, or zero-knowledge client-side domain tooling.