Continuous market sensing
01
Connect reviews, Q&A, competitors, platform trends, and business data around the clock—never miss new demand or anomalies.
AI Product Operations Expert
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Before
Reviews, Q&A, search, and social trends grow faster than teams can read; manual sampling misses hidden demand and purchase friction.
Price, sales, hero images, attributes, and traffic structure shift constantly—by the weekly report, the best response window is often gone.
Senior experts know what to watch and how to cross-check; new teams need repeated research and discussion—experience doesn't scale.
After
The agent reads data humans cannot finish, then applies enterprise knowledge and expert methods to reason—delivering evidence, conclusions, and next actions together.
Understand positive and negative reviews, pre-purchase questions, and consumer voice line by line—surface real demand, product gaps, and purchase friction behind the sentiment.
Watch price, sales, traffic, creative, and attribute shifts around the clock—infer causes, impact scope, and actions worth borrowing.
Cross-check platform trends, demand strength, competition density, and hot-selling attributes—machine-scale throughput filters false opportunities fast.
Turn high-potential opportunities into target audience, use cases, core selling points, design elements, and revision plans—and push them into planning collaboration.
Core Value
Automatically process reviews, competitor intel, and trend signals across the web—surface demand, validate opportunities, and generate plans so 'what to build' moves from experience to data.
30%
-
40%
Research headcount reduced by about
50%
New product selling-point output efficiency up
50%
Product testing decision efficiency up by about
Autonomous agent loop
Expert methods are written into the agent; every launch result flows back into the knowledge base—product judgment gets sharper with use, and proven experience scales faster.
01
Connect reviews, Q&A, competitors, platform trends, and business data around the clock—never miss new demand or anomalies.
02
Cross-validate demand, competition, trend stage, and business value using top product experts' methods.
03
Auto-produce audience, scenarios, selling points, attributes, and revision plans—create follow-up tasks within approval boundaries.
04
Continuously track sales, feedback, and competitor moves—distill effective judgment into reusable experience for the next round.
Consumer intent | Continuous learning
VOC intelligent reasoning center
The agent reads consumer voice end to end—auto-clusters demand, traces evidence, and surfaces product improvements and selling-point opportunities.

Competitive reasoning | 24/7 monitoring
Competitor real-time war room
When price, traffic, creative, or attribute changes appear, instantly judge the impact and generate actionable follow-up recommendations.

Opportunity to product | Auto brief
Hit-product planning generator
Combine trend stage, hot-selling attributes, and brand constraints into candidate SKUs—and generate new-product planning directions in one click.

Use cases

Apparel new-product planning
The agent continuously reads platform trends and hot-selling attributes—auto-spots combinations of lightweight fabrics, relaxed silhouettes, and commute scenarios, then generates candidate styles and light/medium/deep revision suggestions.

Joint VOC & competitor diagnosis
The agent cross-analyzes negative VOC, competitor reviews, and pre-purchase questions—pinpoints packaging experience and usage-guide gaps, then auto-generates coordinated tasks for product, support, and content teams.
Bring your category, competitors, and goals—watch the agent run expert-level reasoning live from massive signals to product opportunities.