Two leaders in AI-powered product discovery with distinct technical approaches
Both Cimulate and Constructor help retailers & brands unlock more revenue through better search and discovery. But while Constructor is a strong platform built over legacy search foundations, Cimulate was designed from day one as AI-native agentic commerce infrastructure—offering deeper extensibility, unique synthetic data advantages, and faster adaptability.
AI-Native CommerceGPT – custom-built per customer, leveraging relevant knowledge from general LLMs, tuned with each retailer’s catalog and data.
Solving the data challenge – Only Cimulate creates millions of synthetic shopping journeys, building an extensive library of synthetic data, to solve cold starts, long-tail queries, and seasonal shifts.
Real-Time Adaptability – We deliver relevant results based on search or clickstream behavior, and we’ll update as intent changes – there’s no need to set up complex rules & overrides as opposed to competitive technologies. But we provide the tools to ensure full merchandising control.
Future-Proof – built for answer engines with features like MCP Server, conversational AI, and agentic commerce—extensible far beyond search.
Proprietary Native Commerce Core™ built for enterprise eCommerce
Search & recommendations (behavioral re-ranking, predictive analytics)
Enterprise clients like Petco, Sephora, Target AU
Strong merchandising controls layered on AI (boost/bury, pinning, A/B testing)
Proven scale
Feature Comparison
Example Constructor Replacement
A leading fashion & apparel retailer replaced Constructor with Cimulate, and saw these results:
XX%
Clicks Per Visit
post Cimulate integration
XX%
Revenue Per User
post Cimulate integration
XX%
Add to Cart Per Visit
post Cimulate integration
