
Vishal Verma
- · 6 yrs AI Engineering @ Dream11 (150M+ users)
- · CMU researcher · ETH Zürich
- · Author & reviewer @ NeurIPS
- · Open-source contributor
If AI is becoming the shopper, who’s looking out for the brands? That question is the company.


We’ve spent a decade building the ML that now powers AI commerce. We know how these models reason, and how to make them reason about your brand.
We’re engineers from Carnegie Mellon and researchers at CLeaR Lab. We spent months studying how ChatGPT, Perplexity and Gemini actually pick products, then built the causal-inference layer that gives brands SKU-level intelligence in those channels, not surface-level dashboards.

You see exactly how AI assistants see your brand. No black boxes.
AI commerce shifts daily. The platform adapts in the same beat.
SKU-level insight, not surface-level guesses. Every product, every platform, every prompt.
We augment marketing teams. We do not replace them.
Talk to the founders.
Reply within 24 hours. No funnel, no SDR.