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).
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 buying. 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 responses in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.
With PIA, shoppers get the helpful responses and 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 buying. 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 responses in real time. It even predicts shoppers’ next questions to keep them engaged and moving forward.
With PIA, shoppers get the helpful responses and 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 responses that communicate product specs clearly 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 buying
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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 user 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
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.
Industry Applications
How leading ecommerce companies use AI agents on PDPs to convert last-minute shoppers in real-time
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Fashion shopping is personal, fit-driven, and full of “one last question” requests. Our AI Product Insights Agent sits right on the product detail page to answer sizing, fit, fabric, care, and occasion questions in real time — so shoppers don’t leave to search elsewhere. Using your existing product data, reviews, and support content, it personalizes insights to help customers choose confidently, reduces returns driven by uncertainty, and keeps high-intent traffic moving to checkout.
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Grocery shopping is fast, routine-heavy, and detail-sensitive, especially for dietary needs. The AI agent helps shoppers confirm ingredients, allergens, nutrition, substitutions, storage, and delivery schedules directly on the PDP. That means fewer abandoned carts from unanswered questions and fewer support tickets for repeat “is this gluten-free?” moments — while helping shoppers finalize baskets faster.
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Home purchases are high-consideration and often involve practical concerns: dimensions, materials, assembly, weight limits, room fit, and care. The AI Product Insights Agent responds to these “will this work in my space?” questions where they happen (i.e., on the PDP), pulling from specs, manuals, FAQs, and reviews. This builds buyer confidence, encourages higher-value buys, and helps cut return risk caused by mismatched expectations.
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Big catalogs can blur customer focus and create decision fatigue, especially when product pages vary in quality and completeness. PIA fills content gaps by synthesizing what’s already available (attributes, reviews, FAQs, company docs) into clear answers shoppers can act on. It helps customers compare options, confirm key details (like compatibility, what’s included, and return terms), and reduces drop-off at the final point of decision-making.
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Direct-to-consumer brands win on trust, clarity, and brand experience — until a shopper hits uncertainty (fit, materials, shipping, returns, warranty). The agent maintains that reassurance throughout the experience by responding to questions instantly on the PDP in the customer’s own words. It also captures any follow-up questions, helping teams spot gaps in PDP content and prioritize updates that improve conversion over time.
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B2B buying is compatibility-first, and tolerance for ambiguity is low. PIA allows for structured, spec-heavy evaluation with fast responses about fitment, substitutes, certifications, install requirements, bulk purchasing details, and policy constraints — right on the PDP. This functionality helps users self-serve with confidence, reduces back-and-forth with customer service teams, and keeps complex deals moving forward.
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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 Insights Agent works seamlessly across Constructor's holistic suite of tools
Our powerful AI 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 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
Frequently Asked Questions
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PIA is a Generative AI-powered product expert that lives on your Product Detail Pages (PDPs) and answers shoppers’ last-mile questions in real time. It generates the right responses at the right time, so high-intent shoppers don’t leave the page to go elsewhere.
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PIA can handle common PDP questions like sizing/fit/dimensions, materials, care instructions, delivery timelines, return policies, compatibility, and “what’s included” style questions. It can then suggest smart follow-up prompts to keep shoppers moving toward purchase.
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PIA analyzes and synthesizes your existing customer-facing resources — like product specs, manuals, support content, FAQs, reviews, size charts, and other retailer-approved content — to generate clear, context-aware answers.
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Beyond Q&A, PIA encourages guided selling by surfacing next-best questions and enabling upsell/cross-sell moments (for example, recommending compatible accessories or alternatives) within the same PDP experience.
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By answering the questions that typically cause hesitation — like fit, materials, care, delivery, and returns — our Generative AI-driven agent helps set accurate expectations before purchase, which can reduce avoidable returns tied to uncertainty or missing details.
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You can go live quickly using our public UI libraries and catalog connectors to quickly get all the data into our system that our agents need. If you already have your catalog data in, we can instantly turn on our agents in our dashboard for you to start previewing and training results.
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Yes. PIA not only generates insights at the right time for the right person during the PDP experience, but it also forms a part of Constructor’s broader suite (AI Shopping Agent, Search, Browse, Recommendations, Collections, etc.). Data insights gleaned from the agent feed inform Constructor’s reasoning engine, which influences personalization across the site — and beyond.
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Results vary by retailer, but Constructor has reported strong early outcomes from shoppers who engage with PIA, including significant lifts in add-to-cart and purchase rates in early deployments.
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.
- Learn where agents could improve conversions on your ecommerce site
- Identify high-friction moments where shoppers lose confidence and momentum
- See real in-market examples of agentic experiences relevant to your business
- Get an initial set of tailored recommendations for your site
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.