AI Product Insights Agent

Turn Last-Minute Questions Into Confident Purchases

Constructor’s AI Product Insights 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).

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.

Capabilities

Friction-Free Answers

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

Agentic Guided Selling

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

Customer Intelligence

  • Uncover the real questions and concerns customers have at the moment of purchase
  • 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
  • Continuously get smarter as PIA learns from every interaction, delivering better answers and more valuable intel with every session

The New Discovery Layer: Preparing Retail for Agentic AI

We're witnessing the early stages of a radical shift in digital commerce: the rise of AI shopping agents. It's a transformation that redefines discovery, giving shoppers a new way to find products and make purchasing decisions. But unlike previous shifts that primarily changed where people shopped, the agentic era changes who — or rather, what — does the shopping.

Our Solution

AI Product Insights Agent works seamlessly across Constructor's holistic suite of tools. Our powerful AI Product Insights 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.

A fully integrated suite of ecommerce search and product discovery solutions

Search

Generate customer-first, AI-powered ecommerce search results that increase critical revenue metrics.

Browse

Provide personalized, optimized shopping experiences for every customer on every category page.

AI Shopping Agent

Educate customers and help them find products with engaging, conversational AI blended with 1:1 personalization.

AI Product Insights Agent

Deliver instant answers to customers' final product questions directly on your Product Detail Pages (PDPs).

Merchant Intelligence Agent

Merchant Intelligence Agent enables teams to get direct, contextual answers to questions about dashboard results, as well as suggestions to improve performance.

Recommendations

Complement the shopping experience with the right recommendations for each customer at exactly the right time.

Collections

Automatically organize products into themed, AI-powered, personalized landing pages to create a shopping experience that sparks joy — and ROI.

Quizzes

Drive more revenue and build stronger relationships based on information your customers want you to know.

Attribute Enrichment

Kick manual work aside and enrich the product and category attributes your customers need to find the products they love.

B2B Solutions

Tackle complex products, large catalogs, and dynamic pricing at the speed of B2B enterprise — all while maximizing your profit margin.

Retail Media

Show the optimal mix of sponsored listings that drive revenue without harming your brand.

Cross-Channel and Offsite Discovery

Provide a connected omnichannel discovery experience across both digital and physical touchpoints.

See where Agentic AI can add value to your site with a complimentary Agentic Audit.

Are you leaving revenue on the table where agentic AI could be improving product discovery, shopper confidence, and conversions? Constructor’s team of AI and ecommerce experts will analyze your site and pinpoint specific opportunity areas — with no obligation.