FinTech, Manufacturing — USA

Inventory Forecast and Data Analytics

Watchsayer is an AI-based platform that helps predict automatically revenue.




MVP, Process Automation, Data Analytics


3 months, 6 man-months


1 x Frontend Developer, 1 x Backend Developer, 1 x DevOps, 1 x B 1 x Project Manager

Engagement Model

Time & Material

Watchsayer is an AI based platform that helps predict automatically revenue, orders, and inventory changes focused on the warehouse industry. A perfect tool for maximizing the ROI and optimizing the inventory based on demand.

Built with

AWS Cloudfront.svg
AWS Cloudfront

Key highlights

Cost reduction of stock deposit through sales forecasting algorithm.

Increased speed for decision making through auto-forecasting, with a review & approve feature.

Revenue growth through price forecasting, based on market demand.

The Pain

Have you ever had a hard time setting revenue goals? Upper management usually hits this wall every quarter, or year, at least. Estimating future revenue is hard, due to uncertainty. It’s even more so if you’re reliant on 3rd party vendors or partners.


Most revenue decisions are based on historical data, which is analyzed by company analysts. This includes huge clusters of market data, previous year sales, and competitors' share of the market. It’s too much for people to get reliable decisions out of these.

Luckily, evolving technology is coming to aid executives. With the help of AI, companies can now predict trends that were traditionally analyzed and calculated manually. These platforms are helping companies grow faster by providing a more realistic base for decision making, and even forecasting future changes. One such platform is Watchsayer, for whom we did MVP development.

Dependable algorithm magic

Watchsayer’s biggest asset is its algorithm. With a strong base in AI, the platform needed a strong process automation solution that covers all its features. Due to the nature of the app, the data that resulted from the predictive processes need to be very reliable. High stake decisions are based on them.


For the whole thing to work, the company’s stakeholders needed to have a way to import data into the platform. Cleaning the data before it becomes usable is something an app does well in order to extract the right information.

After Watchsayer gets enough historic data, the magic begins. With a fast load time, the app predicts future sales and inventory changes, so that sales and warehouse managers can plan ahead and stock up. With a powerful analytics interface, the information helps marketing decide when to run campaigns and on which products as well, ensuring a the stable revenue stream for the company.

Creating the right environment

SaaS development is usually a lengthy process. Even more so, the MVP development included inventory management system development, so integrations played a big role in the process.

We had to develop an MVP that will contain the right businesses process automation which is the core functionality of the app.


Next, we focused on showing the results of those processes. We’ve built a fully functional analytics dashboard, and using AWS, we made sure that data is safely stored and can be well integrated with other tools in the future. Speed was our top priority while building these features, and we managed to have the app move very fast.

Testing the app was a large part of the SaaS development process. Using Jest, we made sure the app runs well in many scenarios and environments. While building products, we write Unit Testing with a minimum of 60% code coverage, which will ensure high product quality.


Our responsibilities

Our team delivered a stable MVP for the app. With a clear and fast communication channel alongside the Watchsayer team, we’ve managed to deliver this large project in less time than first estimated. The MVP was free of critical or show stopping bugs due to our high focus on testing the app in different environments.

Main features

User Registration

User Registration

An easy way to create frontend user registration form and login form

Forecasting Algorithm

Forecasting Algorithm

The process of making predictions based on past and present data and most commonly by analysis of trends

Reporting & Analysis

Reporting & Analysis

Generate reports with data, charts, and graphs in an easy way to be analysed

Custom Charts

Custom Charts

The users can personalize their charts having custom views

Our partner's thoughts

Had a great experience working with webamboos on a few larger web development projects. Very responsive and accomodating!

Chris Allen

Allen Technologies

© 2016-2024, Webamboos


Vasile Alecsandri 2, Timișoara

Romania, EU

307825, Moșnița Nouă, Timiș

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