The client is a large distributor nationwide, moving ₱25M+ in orders a month across a nationwide retail network.
A system designed to recover ₱3.8M in annual value by giving the business end-to-end visibility over its operations and making information actionable.

Mock data
Problem
Before the system, the business generated valuable operational data every day but lacked a way to leverage it, allowing operational issues to compound into multi-million-peso annual losses.
Solution
We unified the client's core operational workflows into a single platform that continuously analyzed business data and surfaced recommended actions.
Outcome
Teams could identify emerging risks early and intervene before they impacted business performance.
Client
Distributor (NDA)
Role
Developer
Team
5 Consultants
Timeline
Nov 2025 – Apr 2026
The problem
Despite consistently hitting their sales targets, the company's growth was constrained by over 10% monthly customer churn, delivery delays affecting around 4% of daily sales, and over 5K liters of excess inventory accumulating.

Key insight #1
After months of employee interviews & analyzing business processes, we found that customer churn, delivery delays, and excess inventory weren't separate problems — they were symptoms of the same issue.
Why couldn't the business prevent them? Problems were only discovered after they had impacted the business.
Why? Management lacked the information needed to recognize warning signs early.
Why? No one could piece together what was happening across the business.
Why? Information stopped moving once work passed to the next team.
Why? Sales, accounting, and inventory ran in one system, while orders and deliveries remained on paper.
Key insight #2
The data existed. It just never became information. Information never became decisions.
Management ran on gut feel because critical warning signs remained invisible until it was too late.

Solution strategy
Before building anything, the real question was whether it was necessary at all. Not every business problem needs software; sometimes a policy or process change delivers greater value at a lower cost.
We evaluated multiple options against the client's multi-million-peso annual losses. Staying with the status quo recovered nothing. Manual process improvements recovered an estimated ₱1.8M annually. An integrated system recovered ₱3.8M. The size of that gap is what justified building anything at all.
The solution is built around a two-pronged approach: First, an order management system that fully digitizes ROQSON's operations and completes the flow of data across the business. Second, business intelligence capabilities that transform this data into insights, alerts, and recommended actions.
The initial solution
We assessed multiple implementation approaches before deciding on ERPNext — an open-source platform with 88.5% requirements coverage, pre-built modules, and fast deployment. It checked every box on paper.
After multiple live testing sessions with drivers and sales staff, the same friction kept resurfacing. Processing a damaged item return or even promo eligibility checks required workarounds the system wasn't built for.
ERPNext demo (Mock data)
The hard call
Admitting we'd chosen wrong months in wasn't easy — but it was the right call. We refused to force the client's workflow onto software it wasn't built for.
On a tight deadline, we pulled ERPNext's data models and business logic out and built a custom system around them. With agentic development doing half the heavy lifting with migration, we pivoted quickly and doubled down on rapid iteration.
Every Saturday became another opportunity to validate assumptions, uncover edge cases, and refine the system against the client's actual operations.
Software should make employees' jobs easier, not harder. Every unnecessary step was removed, and every workflow was challenged. What information should already be available? What could the system do so users didn't have to?
For example, because deliveries followed planned routes, dispatchers could now simply drag and reorder trips without recreating them.
Mock data
The outcome
Sales knows who's about to churn. Accounting knows who's overdue. Warehouse knows what's overstocked. Dispatch knows where every delivery is in real time.
It's not a dashboard that waits to be checked. It's a system that pushes back, showing which customers to call and which stock to clear before any of it becomes a crisis. Order management, customer risk flags, demand forecasting, and delivery tracking were all built, deployed, and tested with the client's own data before handoff.
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Each KPI mapped directly to one of the client's operational challenges, ensuring success was measured by business outcomes rather than feature delivery.
| Gap Addressed | Category | Metric |
|---|---|---|
| Lack of data-driven decision making | Strategy Development | At least 3 strategies evaluated and classified by effort (light, medium, heavy) per month. |
| Customer churn | Customer Retention | Identify at least 90% of at-risk customers 30 days early. |
| Delivery delays | Order Management | 95% of orders tracked with real-time status updates. |
| Excess inventory | Demand Planning | Achieve 90% demand forecast accuracy each month. |
Key learnings
ERPNext met the requirements, but not the workflow. Meeting requirements on paper doesn't mean a system fits how a business actually works. We evaluated ERPNext against a checklist; we didn't test it against real workflows until development was already underway.
Scope management doesn't stop at project charter signing. Scope discipline doesn't end when the charter is signed. When a client says "we don't need X," the right move is to ask what breaks downstream if X isn't there.
Endless client conversations became their own scope creep. Facilitation is a skill, not a formality. A pre-shared agenda, a hard time limit, and an explicit place to park new requests kept conversations from spiraling — communication discipline mattered as much as technical skill.
Stack
Parts of this work are under NDA.
Reach out — let's chat about the details.