02 · The nine build patterns
Built to close recognizable leaks.
Each card shows the leak the build closes, what it does, estimated build time, and the original engineering engagement it is ported from. Results claims remain third-party verifiable or Zetsee-tested until client outcomes are available.
Data platformLong-term build
Unified Rebate & Pricing Data Platform
Closes: Multi-branch houses where every branch tracks rebates and pricing its own way, and corporate has no consolidated view.
One governed view of every agreement, price file, and claim across the network, so branch-level leakage stops compounding invisibly.
Ported from: a data mesh built for a global automotive OEM's quality analytics, unifying plant-level data no one could see across.
Reconciliation~8 weeks
24/7 Rebate Reconciliation Engine
Closes: Quarterly manual reconciliation that catches discrepancies late or never.
Continuous comparison of ERP purchase data against vendor rebate agreements; discrepancies flagged the day they appear, not the quarter after.
Ported from: RPA-powered trade reconciliation for an asset manager, replacing manual recon across custodians that ran business-hours only.
Tracking~6 weeks
Rebate & Delivery Tracking Suite
Closes: Rebates in spreadsheets, delivery costs in dispatcher notebooks, program status in one person's memory.
Purpose-built tracking apps operations actually owns, stood up without an engineering department.
Ported from: real-time trading operations visibility built for a hedge fund's reporting and performance tracking.
Process~12 weeks
Standardized Rebate & Pricing Workflows
Closes: Every branch running rebates differently, with best practice living in a few heads.
Core processes standardized into a BPM layer so execution stops depending on who happens to be at the desk.
Ported from: a 12-process BPM build for a private equity back office running on spreadsheets, email, and tribal knowledge.
Analytics~8 weeks
Rebate & Pricing Analytics Automation
Closes: Vendor tiers tracked in spreadsheets that rarely update mid-quarter, so near-miss tiers go unseen.
Live tier positions and what-if visibility, so a tier that's $40k of purchases away in November gets chased in November.
Ported from: AI-powered analytics and insight automation for an asset management firm's buried-in-spreadsheets analyst team.
Claims~8 weeks
Vendor Rebate Reporting Automation
Closes: Claims filed late, incomplete, or never, because reconciling POs, receipts, and vendor statements by hand loses to daily operations.
Claim data assembled automatically from the ERP; filing becomes a review-and-send, not a day of spreadsheet work.
Ported from: regulatory reporting automation for a bank: manual gather, reconcile, and format, eliminated.
Alerts~8 weeks
Vendor Program Bulletin & Alert System
Closes: Program updates arriving by email or phone to one contact and never reaching every branch.
Same-day, network-wide program bulletins, so no branch misses a new tier or a deadline because the memo stalled in an inbox.
Ported from: nationwide economics newsletter publishing infrastructure for a securities firm.
Claims~8 weeks
Automated Claim Generation
Closes: Days spent each quarter formatting claim spreadsheets to each manufacturer's spec, with some going in late.
Claims generated to each vendor's format and queued ahead of deadlines automatically: the per-manufacturer recipe book, industrialized.
Ported from: automated report generation and distribution built for a hedge fund's investor packs.
Disputes~6 weeks
Automated Dispute & Recovery
Closes: Shorted and denied claims written off because disputing them never wins against daily operations.
Denials and short-pays tracked, documented, and re-filed systematically instead of dying in a folder.
Ported from: outreach automation with 80%+ contact rates, built for structured, persistent follow-up at scale.