Mama's Compass

CodeSquad built Mama's Compass a product aggregation and comparison platform — pulling data from multiple sources, scoring products with AI, and generating SEO content that helps parents choose with confidence.

Product data aggregated from multiple sources: Automated
Products ranked and compared automatically: AI-Scored
Pricing and stock monitored continuously: Always-Current

The challenge

How Mama's Compass Turned Scattered Product Data Into Confident Comparisons

Mama's Compass wanted to help parents compare products with confidence, but the data needed to do that lived across dozens of disconnected sources.

Pulling product details, pricing, and stock status from multiple retailers by hand didn't scale, and comparisons written manually couldn't keep pace with how often products and prices changed.

Customer feedback on products was scattered across reviews and messages instead of feeding back into how products were scored and presented.

Without a connected system, keeping comparisons accurate and current was a constant, manual effort.

The solution

A connected system designed around the way the team actually works.

CodeSquad built Mama's Compass an automated product aggregation and comparison engine.

The system pulls product data from multiple sources automatically, scores and ranks products using AI, and keeps pricing and stock information current — while generating AI-assisted product descriptions and SEO content so comparison pages stay accurate and discoverable as the catalog grows. Customer feedback feeds back into scoring, and affiliate links are managed automatically across the catalog.

Stack: Node.js data pipeline + AI scoring/ML + SEO content generation + affiliate link management.

Key capabilities

What the system does.

Aggregate
Product data pulled from multiple sources automatically
Compare
AI scoring ranks and compares products for shoppers
Optimize
SEO content generated to match search intent

FAQ

Common questions.

Will this replace our existing platform?

No — it wraps around your existing system.

What if we already have a marketing team?

Our Dashboard tier fits teams that just need visibility.

How long to launch?

2-3 weeks

“I highly recommend Shahzaib and Code Squad. They were diligent, prompt and reliable over the course of two projects that I used their service. The project involved UX/UI, prompt engineering and ML to give incrementally better results. Wish them the best!”

— Faraz Siddiqui O, Mama's Compass

Conclusion

Mama's Compass no longer has to choose between scale and accuracy — the same system that aggregates product data also keeps comparisons current and search-ready.

Product data, pricing, and stock stay in sync automatically, AI scoring keeps rankings meaningful as the catalog grows, and SEO content compounds visibility without manual writing for every product.