For Product Teams
Understand How AI Sees Your Product
Product teams need to know how AI engines describe, recommend, and compare their products. DemandSphere tracks brand perception, competitive positioning, and AI-driven discovery.
AI Is Your New Product Channel
Users ask AI to compare products, recommend solutions, and make purchase decisions. Know how AI positions your product vs. competitors.
When a potential customer asks ChatGPT "What's the best project management tool for remote teams?" or Perplexity "Compare Figma vs Sketch for UI design," the AI engine generates a recommendation that shapes purchasing decisions. Your product is either in that recommendation or it isn't. And if it is, the way AI characterizes your product - its strengths, weaknesses, positioning relative to competitors - directly influences whether users investigate further or move on.
This is a new kind of market research. Traditional competitive analysis tells you about pricing, features, and market share. AI perception analysis tells you how the world's most-used information systems describe your product to users who are actively evaluating options. Product teams that ignore this channel are flying blind in a market where AI increasingly mediates discovery.
DemandSphere tracks how AI engines mention, recommend, compare, and characterize your product across every major platform. Use this data to inform product positioning, messaging strategy, feature prioritization, and competitive response. Search demand data shows you what users want. AI perception data shows you what AI tells them about your product.
Data for Product Decisions
Brand Perception Tracking
Monitor how AI engines describe your product across different prompt categories. Track whether AI positions your product as a leader, an alternative, or a niche solution. See which features AI highlights and which it ignores. Changes in AI perception often reflect shifts in public content, reviews, or competitive messaging - signals product teams should act on.
Competitive Landscape Analysis
See how AI engines compare your product to competitors in head-to-head prompts. Track which competitors are mentioned alongside your brand, whether AI recommends your product or alternatives, and how competitive positioning shifts over time. This data reveals competitive threats and opportunities that traditional market research misses.
Search Demand Intelligence
Understand what users search for in your product category. Search volume trends reveal feature interest, seasonal demand patterns, and emerging use cases. Use this data to inform product roadmap prioritization - build what users are actively searching for, not what internal assumptions suggest they want.
Agentic Commerce Readiness
AI shopping agents are emerging that compare products, evaluate reviews, and make purchase recommendations on behalf of users. DemandSphere tracks how these agentic systems interact with your product information - giving you early visibility into a channel that will reshape product discovery and e-commerce within the next two years.
How Product Teams Use DemandSphere
Brand Tracking
Track how AI engines mention, recommend, and compare your product across every platform.
Learn moreSentiment Analysis
Track whether AI speaks positively or negatively about your product. Catch perception shifts early.
Learn moreAgentic Commerce
Prepare for AI shopping agents that compare, recommend, and drive purchases on behalf of users.
Learn moreRewind
See how AI's perception of your product changes over time. Track model updates and competitive shifts.
Learn moreProduct Team Questions
Traditional market research captures user opinions through surveys, interviews, and reviews. AI perception data captures how AI systems - trained on public content - characterize your product to users who ask for recommendations and comparisons. Both are valuable, but AI perception is increasingly influential because millions of users now rely on AI-generated answers to make product decisions. Monitoring both gives product teams a complete picture of how their product is perceived.
Yes. While DemandSphere includes deep SEO capabilities, the product intelligence features - brand perception tracking, competitive landscape analysis, search demand trends, and AI visibility - are designed for product managers and product marketers. The interface surfaces insights in business terms, not SEO jargon. Product teams typically focus on the AI visibility and competitive positioning dashboards rather than granular keyword ranking data.
Search volume trends reveal what features, capabilities, and use cases users actively seek. Rising search volume for a feature category signals growing demand. Declining volume signals reduced interest. By tracking search demand for feature-related keywords in your product category, product teams can validate roadmap priorities with external demand data rather than relying solely on internal customer feedback, which tends to overweight existing users.
Agentic commerce refers to AI systems that act on behalf of users - comparing products, evaluating options, and making purchase recommendations or even transactions autonomously. As these systems proliferate, product discovery will increasingly be mediated by AI agents rather than human browsing. Product teams that understand how AI agents evaluate their product today will be better positioned as this channel matures.
See how AI perceives your product.
30-minute demo. We'll show you your brand's AI visibility - no prep required.
See it with your own data.
30-minute demo. We'll run it on your domain - no prep required.