A quiet obsession
with honest signals.
From a software engineer and e-commerce seller to building a smarter way to evaluate products. This is why SociBaba exists.
Why I built SibaScore.
In 2022, I started IndianSlingshot — a small e-commerce venture I ran alongside my day job. I spent countless hours building customer trust, answering questions, explaining products. I later launched IndoArchery in the same spirit — selling specialised products to buyers who cared about the details.
One thing kept surprising me. The star ratings on the products I sold were rarely aligned across platforms. Some reviews were genuinely helpful. Others were hard to interpret. And it turned out different customers were using those numbers in completely different ways.
Over time I realised something simple: a single rating rarely tells the full story. The number is compressed. The context is missing. The signal is thin.
That is why I built SibaScore™ — an explainable 0-to-1000 score that combines multiple trust signals into one honest assessment. It does not replace human judgment. It helps buyers make more informed decisions, and it helps sellers understand how their product is actually being perceived across the internet.
Four ideas that shaped the model.
"Buyers deserve context, transparency, and confidence before they buy."
That's the whole thesis of SociBaba. Everything we build — SibaScore, AI Cart, Sancta, Intent Radar — is one attempt at pulling that vision closer to reality, one honest signal at a time.
Ready to see the model?
Try SibaScore™ on any product — it takes about ten seconds.
What do you think about the idea itself?
Your honest reaction shapes the roadmap. This form is separate from the SibaScore model feedback — it goes directly to me for concept validation.
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