01 / INTELLIGENCE
Price monitoring
Spot competitor price shifts, promotions, and changes in product availability without manually checking every listing.
Discover the workflow ↗AN INTELLIGENCE LAYER FOR MODERN COMMERCE
Know the market.
See what's next.
Bring products, prices, reviews, and seller signals into one decision-ready view. Built for commerce teams that need answers, not more dashboards.
Prototype-stage vision · No fabricated customer metrics
INTELLIGENCE OVERVIEW
Market pulse
ILLUSTRATIVE DEMO
Sample products1,284Illustrative catalog
Price signals46Observed in sample
Review sentiment82%Sample positive share
Competitive price indexIllustrative normalized trend
30D
1101009080
0108152230
AI insight conceptSample output
Three competitors reduced prices in the same category. Consider reviewing your positioning before your next campaign.
Signals, not noiseFrom raw data to next steps
BUILT AROUND REAL DATA NEEDSOne clearer picture across your commerce stack.
CatalogsPricingReviewsMarketplaces
THE PLATFORM VISION
Every signal matters.
One platform connects them.
Most retail intelligence is fragmented across feeds, exports, and spreadsheets. Our product direction brings the important signals together and turns them into understandable answers.
02 / DISCOVERY
Product research
Compare catalogs, product attributes, assortment gaps, and competitive offerings across authorized data sources.
Discover the workflow ↗03 / VOICE OF CUSTOMER
Review intelligence
Summarize themes in customer feedback, identify recurring pain points, and surface opportunities for product teams.
Discover the workflow ↗04 / MARKET DYNAMICS
Seller & marketplace signals
Understand seller positioning, marketplace assortment, and emerging category trends in a unified workspace.
Discover the workflow ↗WHO WE'RE BUILDING FOR
Built for decisions,
not data collection.
Commerce brands
Know where your products stand, monitor price positioning, and spot changes that affect conversion.
Marketplace sellers
Prioritize assortment, understand the competitive landscape, and keep up with market movement.
Retail analysts
Turn repeated manual research into structured monitoring, explainable summaries, and reusable reports.
HOW IT'S DESIGNED TO WORK
From source data
to next-best action.
A modular, source-aware workflow designed to preserve provenance, normalize disparate commerce data, and use Claude to explain meaningful patterns.
01
Connect sources
Official APIs and authorized data providers where appropriate.
API / CSV / Connectors→
02
Normalize signals
Match products, track changes, and maintain source attribution.
ETL / Catalog matching→
03
Reason with Claude
Planned Claude API workflows for summaries, classifications, and grounded answers.
Claude API · Planned→
04
Take action
Human-reviewed alerts, insights, and decision-ready reports.
Alerts / Reports / ExportsTechnical inspiration: the open-source Ecommerce Intelligence APIs directory, which indexes third-party API resources. This prototype does not claim ownership of those APIs or live integrations.
CLAUDE-FIRST PRODUCT DIRECTION
More than charts.
Useful reasoning.
Our planned Claude integration turns complex retail signals into grounded summaries, natural-language exploration, and human-reviewable recommendations—with source traceability built into the workflow.
✓Source-grounded analysis and citations
✓Human review before consequential decisions
✓Privacy-aware, permission-based data ingestion
insight-agent / conceptPREVIEW
// Illustrative workflow, not an API response
What changed in this category this week?
✳ Proposed Claude-assisted answer
In this sample, average competitor prices decreased while review complaints about delivery increased. Review promotional positioning and investigate fulfilment issues before changing prices.
↗ Linked source records◷ Human review
PRODUCT ROADMAP
Building in stages.
Clear about progress.
We are in an early development stage. The milestones below describe intended work—not completed launches, customer traction, or performance results.
Current focus
01
Foundations & validation
Define core use cases, evaluate permitted data sources, and prototype the analyst workflow.
Planned
02
Functional MVP
Build normalized data pipelines, monitoring views, and initial Claude-assisted analysis.
Planned
03
Pilot & iteration
Test usefulness with consented pilot users, measure quality, and refine reporting and alerting.
ABOUT THE PROJECTA focused idea.
A focused idea.
Built for a messy market.
SoiChợ AI is presented as an early-stage product concept. Our goal is to help smaller commerce teams access the kind of structured competitive intelligence that usually requires significant analyst time and tooling.
Our story & principles ↗LET'S CONNECT
Better market decisions
start with a conversation.
Interested in the idea, a future pilot, or discussing a data partnership? Tell us what you want to understand about your market.
↗ Product discussions & pilot interest↗ No tracking forms or mailing lists on this demo
START A CONVERSATION
Let's explore what matters to your business.
Use your business email to contact the team. Contact the product team through the LongKhang domain.
contact-soicho@longkhang.site A product by LongKhang · longkhang.site