AI Product Insight Agent
Turn Last-Minute Questions Into Confident Purchases
Constructor’s AI Product Insight Agent (PIA) ensures high-intent shoppers don’t bounce at the finish line — delivering instant, trustworthy answers to their final product questions directly on your Product Detail Pages (PDPs).
What We Do
Remove Doubt to Boost Revenue, Lower Returns & Lift AOV
Shoppers who reach your PDPs are ready to buy — but more than half still leave without purchasing. Often, they bounce because they can’t easily find answers to lingering questions.
PIA removes this friction by analyzing your existing data — reviews, product specs, manuals, support content, and more — as well as incorporating external sources to generate clear, context-aware answers in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.
With PIA, shoppers get the reassurance they need to buy with confidence — driving higher conversions, fewer returns, and greater customer loyalty.

Shoppers who reach your PDPs are ready to buy — but more than half still leave without purchasing. Often, they bounce because they can’t easily find answers to lingering questions.
PIA removes this friction by analyzing your existing data — reviews, product specs, manuals, support content, and more — as well as incorporating external sources to generate clear, context-aware answers in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.
With PIA, shoppers get the reassurance they need to buy with confidence — driving higher conversions, fewer returns, and greater customer loyalty.


Meet shoppers at the moment of highest intent
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Deliver real-time product Q&A exactly where it’s needed — right on your PDPs
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Auto-answer common questions about sizes, materials, care, delivery, returns, and more
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Ingest and synthesize content from existing reviews, specs, FAQs, and support docs — no manual input required
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Flexible setup means no strain on your technical teams — deploy and optimize with minimal effort

Keep Shoppers Engaged and Confident
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Predict and surface next-best questions to remove doubts and reduce drop-off
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Provide clear, context-aware answers that set accurate expectations and cut return rates
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Unlock upsell opportunities by recommending compatible accessories or alternatives within the Q&A flow

Learn What Shoppers Really Want to Know
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Uncover the real questions and concerns customers have at the moment of purchase
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Reveal gaps in product content, specs, or support materials to help teams prioritize updates, improve merchandising, enhance PDPs, and fine-tune the entire shopping experience over time
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Continuously get smarter as PIA learns from every interaction, delivering better answers and more valuable intel with every session
Discover why Constructor received the highest score in Conversational Search from Gartner®
Download the Gartner® Magic Quadrant™ for Search & Product Discovery, 2025 for an in-depth evaluation of 15 Search and Product Discovery vendors and learn why Constructor was named a Leader.
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See how Constructor helped Petco drive a 13% higher conversion rate
Learn how home24 achieved double-digit growth in search conversions
“What we loved about Constructor was the fact that it’s built on true glassbox AI."
See how Constructor helped Petco drive a 13% higher conversion rate
Learn how home24 achieved double-digit growth in search conversions
“What we loved about Constructor was the fact that it’s built on true glassbox AI."
See how Constructor helped Petco drive a 13% higher conversion rate
Learn how home24 achieved double-digit growth in search conversions
“What we loved about Constructor was the fact that it’s built on true glassbox AI."
See how Constructor helped Petco drive a 13% higher conversion rate
Learn how home24 achieved double-digit growth in search conversions
“What we loved about Constructor was the fact that it’s built on true glassbox AI."
Our Solution
AI Product Insight Agent works seamlessly across Constructor's holistic suite of tools
Our powerful AI Product Insight Agent is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce.


Our powerful AI Product Insight Agent is part of Constructor’s holistic suite of products that were purpose-built from the ground up to drive more revenue for enterprise ecommerce.