Pricing Automation

Pricing Automation

Acquco

Acquco

HIGHLIGHTS

A sneak peek

CONTEXT

Sellerfusion, an eCommerce management solution

Sellerfusion, Acquco's flagship SaaS platform, is an ecommerce management solution where sellers can manage all their brands across multiple marketplaces from one central hub.

PROBLEM

Loss of big opportunities due to delayed to dynamic market trends

Due to the inability to react quickly to dynamic market demands and trends, eCommerce businesses risk losing significant potential revenue and valuable customer relationships.

SOLUTION

Automated rule-based pricing strategies defined with performance insights

The solution included a rule-based automations that brings flexibility to pricing—without taking away control. Sellers can now define specific conditions ahead of time, so pricing adjustments happen automatically only when those rules are met.

Furthermore, a performance score and revenue impact metric for each rule helped sellers quickly understand the effectiveness of each automation. It helped reduces effort, increases speed of responsiveness, and helped sellers stay competitive.

Outcome

30%

Increase in Annual Recurring Revenue

37%

Avg. Feature Adoption Rate

Senior designer leading end-to-end product & design direction

As the Senior Product Designer, I led the end-to-end design direction focused on addressing the challenges of delayed response to market dynamics and trends.

Founder, Engineers, SMEs

Team

12 Weeks

Timeline

RESEARCH

Persistent struggles with pricing strategies

While working on this product, I had the opportunity to closely work with several users of the product. And in several of these conversations, we often heard them talk about how complex and resource-heavy pricing strategy can be. and this peaked our team's interest.


So I began speaking directly with sellers and brand analysts to understand how pricing strategies actually work in their day-to-day. And we learnt the process looked something like this:

So, how are pricing strategies created today?

STEP 1

Data Collection & Reporting

Analysts gather sales, inventory, and competitor data into spreadsheets.

STEP 2

Analysis & Strategy

Teams review reports, identify trends, and decide pricing changes.

STEP 3

Manual Listing Adjustments

Pricing updates are applied manually across products and marketplaces.

We learned that the process is often complex and highly manual—spread across multiple team members and involving large spreadsheets.

These teams would then come together periodically to analyze all this data, build a strategy, and then manually implement changes in pricing across multiple products.

Learning more about pricing strategy

Further, conversations with sellers revealed multiple factors that influence these pricing strategies.

Impressions

Sales

Abandonment Rate

Profit Margin

Product Views

Add to Cart Rate

Conversion Rate

And many more…

CHALLENGE

Challenges identified

This initial discovery helped us uncover three major challenges sellers faced:

Time-consuming workflows

Teams relied heavily on manual processes, which slowed down decision-making and left room for human error.

Disconnected collaboration

Decisions required coordination across multiple teams, often resulting in delays and inconsistent execution.

Delays in response

Brands couldn’t react fast enough to market trends — missing opportunities to capture demand.

For the scope of our MVP solution we decided to specifically explore this challenge around delayed response to market trends.

COMPETITOR ANALYSIS

Looking at what exists in the market

Most competitors focused their automation solutions on marketing workflows, while the few that offered pricing strategy automation struggled with user adoption and engagement.

What held users back from adopting competitor solutions?

Research revealed that users struggled with a lack of visibility into automation tools and were concerned about unpredictable outcomes that could impact key business revenue.

Automation reduces transparency

Tools on the market offering automation solutions, often come at the cost of visibility—leaving businesses in the dark about what’s really happening behind the scenes.

Concerns over unpredictable outcomes

Many users expressed concerns about unpredictability & hallucination of automated systems. Losing control led to fear that unexpected outcomes could negatively impact their business.

GOAL

Defining the bull's eye

GOAL

We aim to empower sellers by creating a transparent and predictable system that enables fast response to dynamic market trends.

User Flow

The solution aims at enabling sellers implement pricing strategies based on key metrics and easily analyze their performance.

SOLUTION

So, how do we bring this vision to life?

To tackle the challenges, we introduced three features — rule-based Automations, Safeguards, and Performance Monitoring that enable users to respond in real-time with guardrails in place to safely grow their eCommerce businesses.

1. Rule-based Automations

Rule-based automations bring structure and flexibility to pricing—without taking away control. Sellers can define specific conditions ahead of time, so pricing adjustments happen automatically only when those rules are met.

This reduces effort, increases speed of responsiveness, and helps sellers stay competitive.

Presets

Based on the factors identified earlier in the process, we started with three simple rule types, designed around how analysts already work, so they can easily align these automations with their real pricing strategies.


Each rule focuses on a different goal—like boosting sales, or adjusting for cost changes.

Sales-based rule

Automatically change prices based on how many units are sold

Sellers set a sales goal and a price change. If sales hit the threshold during a set time, the system adjusts the price to boost sales.

Inventory-based rule

Ensure a consistent markup is added to the product’s cost.

Sellers set inventory thresholds. If inventory is high (low demand), prices drop. If inventory is low (high demand), prices go up to avoid selling out.

Cost Plus rule

Ensure a consistent markup is added to the product’s cost.

Sellers enter how much profit they want to add over cost (markup). The system calculates the final price by adding this markup to the real-time cost of the product.

User supported improvements

Additionally, in order understand future expansions of these rules, I decided to add a call to action for users to submit their requests for new rules.

Selecting target product

To make strategy execution more precise, sellers can define exactly where the rule applies by selecting specific marketplaces, brands, and SKUs.

Marketplace, Brand & Product Selection

Sellers can choose the exact marketplaces, brands and SKUs—giving them full control over where and how their pricing strategies are executed.

This helps keep pricing actions targeted and precise.

2. Safeguard

To address users' concerns about unpredictable outcomes, we introduced Safeguards that let them set clear limits.

Safeguard

Safeguard allows users to set up a floor and ceiling for the profit margin or price, at both the overall rule and product level.

3. Performance monitoring

Once a rule is created, sellers can then easily manage and monitor all their active automations in one place. They can quickly start, pause, or stop any rule depending on their current needs.

Monitoring & Managing Rules

Exploring each rule, sellers can also view its recent activity, see when it last ran, and review its impact on product pricing, views, and revenue—making it easy to track performance.

FEEDBACK

From early wins to new challenges

I decided to conduct usability testing sessions and gathered feedback from internal stakeholders

Setup felt lengthy

Users felt the rule creation process took too long. They wanted a quicker, more streamlined way to complete setup.

Complex logic setup

While power users managed well, many sellers found it hard to understand rule conditions and setup the right logic.

Impact still not clear

Sellers struggled to evaluate how well a rule was working. This made it harder to refine pricing strategies confidently.

Conflicting strategies

Concerns about multiple rules affecting the same product. This created confusion and risked unintended price changes.

ITERATIONS

Refining the Solution

Simplified Setup

Simplified progress indicator by grouping related steps—removing unnecessary friction and making the journey feel more manageable.

Consolidated steps

Combined related sub-steps into a single page gave users more visibility into what’s coming next, reducing guesswork and helping them complete setup faster with more confidence.

Simplified Rule Logic

I redesigned the parameter inputs into a simple "if-this-then-that" sentence structure. This helped users grasp the logic quickly and confidently set up their rules.

Increasing visibility into rule performance

To help sellers quickly understand the effectiveness of each rule, I added a new performance score and revenue impact metric directly in the rule overview.

Impact Snapshot

Giving users an instant snapshot of how their strategies were working—without needing to open each rule.

For those seeking more detailed analysis, I designed a dedicated rule performance page.

Understanding Impact

Detailed view shows the rule’s impact on key product metrics like product views, add-to-cart rate, and conversion rate—helping analysts make sharper strategic decisions with real data.

Now for the last piece of the puzzle about conflicting actions, I spent some time understanding what these clashes could look like and introduced Conflicts.

Conflicts

To address the risks of conflicting rules, we introduced a dedicated Conflicts section placed prominently at the top of the Automations page.


This ensures conflicts never go unnoticed, with instant alert notifications and email updates helping sellers take timely action.

Conflict Cards

Conflict card highlights the type of conflict, the rules involved, and the number of affected products. Sellers can dive deeper into each case and resolve it before it impacts pricing or performance.

IMPACT

Numbers say it all

With the new tools in place, the solutions delivered significant business and user outcomes.

37%

We saw a significant avg. feature adoption rate over 2 months

$624K -> $814K

30% Increase in Annual Recurring Revenue within 90 days

LEARNINGS

Every journey is a lesson

Working on Sellerfusion offered invaluable insights into user behavior, and balancing needs.


Here are two key lessons I gained from this experience:

User insights drive success

User research and direct feedback were instrumental in identifying and addressing critical market gaps, reinforcing the value of a user-centered design approach.

Addressing fears & concerns

It's essential to collaborate closely with users to ensure the solutions we create not only foster positive outcomes but also minimize potential negative effects.

Up next

Leadmenot

Designing accountability tools to foster healthier digital habits.

Leadmenot

Designing accountability tools to foster healthier digital habits.

Leadmenot

Designing accountability tools to foster healthier digital habits.

InConnect

Building seamless healthcare experience to improve patient care.

InConnect

Building seamless healthcare experience to improve patient care.

InConnect

Building seamless healthcare experience to improve patient care.

Back

Back