Pricing Logic Scattered Across Spreadsheets
Rate calculations lived in disconnected spreadsheets, making it hard to see how a change in one factor affected the final price.
LOGISTICS & SUPPLY CHAIN MVP CASE STUDY
Turning Scattered Pricing Logic Into One Configurable Rules Engine
A logistics pricing and rate management team needed to calculate prices from distance, weight, volume, zones, service levels, and surcharges without hardcoding every combination into spreadsheets. We designed and built a greenfield MVP that lets the team configure pricing rules directly instead of waiting on engineering for every rate change.
⌘ Rules, Not Hardcoded Rates Pricing factors are configured as rules the team can adjust directly, not logic buried in code.
⌁ Greenfield MVP Build Designed from the ground up around a configurable rules model, not a single fixed rate table.
♨ Every Pricing Factor Covered Distance, weight, volume, zone, service level, and surcharges all feed into one consistent calculation.
Configuring Pricing Instead Of Hardcoding It
Logistics pricing rarely comes down to a single variable — distance, weight, volume, zone, service level, and surcharges all combine to determine a final price, and the combinations multiply quickly. When that logic lives in spreadsheets or scattered code, every rate change becomes a slow, error-prone project.
The platform gives the pricing team a rules engine where each factor is configured as a reusable rule, so new rates, zones, or surcharges can be introduced without engineering rewriting the underlying calculation.
▥IndustryLogistics & Supply Chain
◇ProductLogistics Pricing Rules Engine
♙AudiencePricing & Rate Management Teams
⌁DeliveryGreenfield MVP Development
The Challenge
Every Rate Change Needed Engineering
Adjusting a surcharge or adding a new service level required a code change, slowing down the pricing team's ability to react.
No Single Source Of Pricing Truth
Different teams sometimes applied slightly different versions of the same pricing logic, leading to inconsistent quotes.
What We Can Identified
A rules engine structured around configurable pricing factors, not a single hardcoded rate table.
Configurable Pricing Rules
The pricing team defines rules for distance, weight, volume, zone, and service level directly, without needing a code change.
Layered Surcharge Handling
Surcharges apply on top of base pricing rules in a defined order, keeping the final price calculation transparent.
Zone & Service Level Combinations
Rules can combine zone and service level factors, supporting the real pricing tiers logistics customers expect.
Rule Versioning
Changes to pricing rules are versioned, so the team can see what a price would have been under a previous rule set.
Price Calculation Preview
Teams can preview how a rule change affects sample shipments before applying it broadly, reducing pricing surprises.
Consistent Quote Generation
Every quote is generated from the same rule set, removing the inconsistency of teams applying pricing logic differently.
How MVPHUB Built The Pricing Engine From Concept To MVP
1
◇ Catalogue Pricing Factors
We documented every factor — distance, weight, volume, zone, service level, surcharges — the team's existing rates depended on.
2
✎ Design The Rules Model
We defined how individual rules would combine into a final price without becoming unmanageable as more rules were added.
3
✦ Build The MVP
Our engineers built the rules engine, surcharge layering, and quote generation as one connected calculation system.
4
♢ Validate Against Existing Rates
We tested the engine against the team's existing spreadsheet rates to confirm calculated prices matched expectations.
5
⌁ Hand Rules Control To The Team
The MVP launched with the pricing team able to manage rules directly, with room to add approval workflows next.
Pricing logic that only engineering can change isn't a pricing strategy — it's a bottleneck waiting to happen.
Engineering Behind The Pricing Experience
Composable Rule Structure
Pricing rules are modeled as composable units, so distance, weight, zone, and surcharge logic can combine without duplication.
Deterministic Calculation Order
Rules apply in a defined, consistent order, keeping the final price calculation predictable and auditable.
Rule Change Versioning
Every rule update is versioned rather than overwritten, preserving a history of how pricing logic evolved.
Built To Extend
The MVP's data model supports adding customer-specific pricing tiers and approval workflows in later phases.
The Outcome
Before: Pricing Logic Locked In Spreadsheets
× Rate changes required engineering involvement
× Pricing logic scattered across disconnected files
× Different teams applied pricing inconsistently
× No way to preview a rule change before applying it
After: A Configurable Pricing Rules Engine
✓ Pricing team manages rules without engineering
✓ All pricing factors calculated from one rule set
✓ Quotes generated consistently across teams
✓ Rule changes previewed before going live
An Engine Built To Configure, Not Just Calculate
Greenfield MVP delivery
Configurable pricing rules
Consistent quote generation
From Spreadsheet Pricing To A Configurable Rules Engine
Model pricing as rules. Let the team configure them. Keep every quote consistent.
Logistics pricing scales better when distance, weight, volume, zone, and surcharge logic live as configurable rules instead of hardcoded calculations. By giving the pricing team direct control over the rule set, the MVP turns rate management into a task they own, not one they wait on.
THE MVPHUB PRINCIPLE
"Pricing that only engineers can change will always lag the market. Build the rules as configuration and the business can move at its own speed.
"
Still Waiting On Engineering For Rate Changes?
If updating a surcharge or adding a service level means a code change, MVPHUB can help design and build the pricing rules engine that puts control back with your team.
AI-accelerated. Expert-verified. Built around the outcome your first release needs to prove.
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