Field outcomes

Selected engagements, referenced by size and industry.

Trusted by private-equity and venture-backed operators — from $11B AUM funds of hedge funds to PE-owned maritime, aerospace, infrastructure, insurance, and field-services platforms — where ERP, data, and accounting structure directly drive portfolio value. Engagements routinely require deep technical accounting, at times stepping into interim controllership or billing leadership to restructure the function before the systems can hold.

Agentic AIInfrastructure / Pipe Rehabilitation · PE-backed

1,000–5,000 employees

AI agent to detect trends within the data warehouse

Built the underlying study by mining the Azure warehouse to define and measure forecast drift — the variability when the same project is reforecasted week after week. That analysis became the semantic foundation for an AI agent that continuously scans project data to flag too much movement and potentially meaningless forecasts.

Drift
Detected before the next reforecast cycle
Data InfrastructureInfrastructure / Pipe Rehabilitation · PE-backed

1,000–5,000 employees

First Azure data warehouse + Power BI dashboards, delivered in record time.

For a PE-backed infrastructure operator, designed a GOLD-tier semantic model and Azure Data Factory pipelines integrating Acumatica ERP, HCSS, SewerAI, Workday Adaptive, Salesforce, Forms on Fire, and ADP — cost-optimized from day one.

7+
Source systems consolidated
ERP & Revenue OpsSkill-Gaming / Entertainment

$200M+ revenue · 28 entities

NetSuite rollout and a revenue-ops robot across a multi-entity gaming conglomerate.

Project-managed the NetSuite implementation and migrated go-live data for every subsidiary, then built a SQL-backed revenue-ops robot that ingests the legacy gaming revenue system and posts AR invoices, cash sales, intercompany JEs, and cash applications, with bill.com and authorize.net wired in via API.

28
Subsidiaries unified on one ERP spine
ERP ImplementationFund of Hedge Funds · PE/VC adjacent

$11B AUM · $80M revenue

Soup-to-nuts Sage Intacct ERP implementation for an $11B AUM fund of hedge funds.

Led the full Intacct implementation end-to-end — chart of accounts design, multi-entity structure, investor and management-company books, automated allocations, and reporting — for an $11B AUM fund-of-funds running $80M in annual revenue.

$11B
AUM running on the new ERP spine
Data Warehouse & KPIsCivilian & Military Ship Retrofitting · PE-backed

$1B+ revenue · ~2,000 employees

Greenfield data warehouse unifying 7 ERPs across a global maritime conglomerate.

For a PE-backed maritime conglomerate, architected from scratch the enterprise data warehouse consolidating 7 disparate divisional ERPs into a single SQL spine — delivering executive KPIs, project-profitability dashboards, process automation, and a restructured AR tracking and collections workflow that materially accelerated cash conversion.

7
Disparate ERPs unified into one warehouse
Robotic Process AutomationInsurance Underwriting & Brokerage · PE-backed

$150M+ underwriting arm

A virtual-desktop robot that runs the underwriting back office on Sage Intacct.

For a PE-backed underwriter running on Sage Intacct, built an 18-month machine-learning desktop robot that triages 200+ monthly submissions, clears MVR backlogs (50,000 driver records evaluated at 95–99% accuracy), and has classified 100,000+ Outlook emails into the SQL ERP — cutting submission processing from ~45 days to ~15.

100K+
Emails auto-triaged into the ERP
Process AutomationInsurance Underwriting & Brokerage · PE-backed

$150M+ underwriting arm

Robotic commissions engine and Salesforce ↔ Sage Intacct integration.

Built an API-driven desktop platform that remits ~1,700 monthly AP payments and posts weekly Salesforce transactions to the SQL accounting backend — evolved across QuickBooks, Sage Intacct, and IMS ERP for the same PE-backed underwriter.

$2M+
Monthly AP remitted automatically
Implementation RescueLandscaping & Pavement Services · PE-backed

12-subsidiary regional operator

Rebuilt a failed Excel/Power BI consolidation on a real SQL backbone.

For a PE-backed landscaping and pavement-services platform, cleaned up and re-architected the broken consolidation model, stood up an Azure SQL database, migrated historical financials, and shipped a simple UI for data upload and report download.

12
Subsidiaries consolidated reliably
AI & AutomationMulti-State Field Services

Regional multi-state operator

Live KPI warehouse replacing tribal spreadsheets.

Replaced spreadsheet KPI reporting with a live Power BI dashboard backed by a data warehouse — API-integrated with PestRoutes ERP and Paylocity, with nightly syncs and AR analytics that accelerated collections.

24/7
Real-time operational visibility
ERP & Revenue RecognitionCybersecurity SaaS · VC-backed

Enterprise SaaS · new-CFO transformation

NetSuite + ASC 606 revenue recognition and a PostgreSQL ARR tracker.

For a VC-backed global cybersecurity SaaS, implemented their first real accounting system on NetSuite (replacing Excel ledgers), stood up Advanced Revenue Management for ASC 606 contract revenue, and built a PostgreSQL platform that measures and tracks ARR, then re-implemented revenue recognition under the incoming CFO's methodology.

ASC 606
Compliant revenue recognition stood up
Data Warehouse & PayrollAerospace / Jet Engine MRO · PE-backed

Global commercial & military MRO

Azure Data Factory bridging ADP Payroll and Oracle ERP.

For a PE-backed aerospace MRO, implemented an Azure Data Factory to automate the link between ADP Payroll and Oracle ERP, architected an Azure SQL datamart to capture ingested data, and partnered with the CTO to optimize triggers and data flows across the pipeline.

ADP ↔ Oracle
Payroll automated end-to-end
Billing AutomationFleet Management SaaS

OEM & dealer-group platform

MySQL billing engine connecting a proprietary platform to QuickBooks.

Built a MySQL-based internal platform that automates billing between the company's proprietary fleet database and QuickBooks, plus payroll JE reconciliation and an automated 13-week cash flow forecast.

13-week
Cash forecast on autopilot
Excel ModernizationReal Estate Development

300–400-unit apartment projects

Retired a circular Excel underwriting model into a VBA-driven Access app.

Rebuilt the multifamily project-evaluation model: consolidated inputs to a single entry page, cleaned the formulas, and added a JV waterfall payout distribution — then upgraded bank reporting and investment modeling from a brittle multi-tab workbook to an MS Access / VBA application that produces forecasts and reports on demand.

1-click
Forecasts replacing manual workbooks
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