Features explained
Product Research is organized around five capability areas. This page is the map.
Search
- Guided form — categories, marketplace, fulfillment channel, price band, margin floor, competition filter, custom weights. → Guided search
- AI chat search — describe the niche in plain English; Claude extracts a structured search request and runs it. → Chat search
- Filters & weights — change how heavily each sub-score counts toward the composite. → Filters & weights
- Expand a search — get 50+ results from a previous search (charges 2 credits). → Expanding a search
- History & re-run — every search is a snapshot you can re-fetch (free) or re-run with fresh data (1 credit). → History & re-run
Score (the heart of the product)
- SellerScore composite — single 0–100 from six sub-scores. → SellerScore explained
- Demand sub-score — Search Frequency Rank if available, BSR + Google Trends fallback. → Demand sub-score
- Margin & profitability — net margin and net profit per unit, with COGS estimate. → Margin & profitability
- Competition sub-score — review counts, ratings, seller saturation. → Competition sub-score
- Trend & seasonality — 12-month direction and seasonal shape. → Trend & seasonality
- Data quality & warnings — when the score should be trusted less. → Data quality
Product detail
- The detail page — full SellerScore breakdown, listing metadata, links to Amazon. → Product detail page
- AI brief — a Claude-generated paragraph per product covering opportunity, risks, positioning, and sourcing notes. Cached 48 hours and shared across users to keep cost down. → AI brief
- Score reasoning — a Claude-generated explanation for why this product scored what it scored. → Score reasoning
- Add to watchlist — one-tap save with optional notes. → Add to watchlist
AI chat
- Free-text search — describe what you’re after; AI runs the search. → Starting a chat
- Intent extraction — how Claude turns English into a structured
ProductSearchRequest. → Intent extraction - Sessions & history — every conversation persists; re-open later. → Sessions & history
- Prompts that work well — patterns we’ve seen produce useful searches. → Chat tips
Operate
- Watchlist — save and revisit. Cached metrics; refreshable. Notes per item. → Watchlist
- Exports — PDF for sharing, CSV for supplier outreach and spreadsheet work. Async generation; 1-hour file expiry. → Exports
- Credits — usage-based pricing baked into your Hilal Software plan. → Managing credits
- Privacy & data — what’s stored, how to delete it, retention policy. → Privacy & data
What’s coming next
Five Coming-soon features are on the roadmap. → Coming soon
- AutoSearch deep research — iterative, multi-round refinement until convergence.
- Cross-platform pricing — AliExpress, TikTok Shop, Google Shopping pricing for the same product.
- Supplier discovery — list of likely suppliers per product, with their pricing.
- Historical tracking + alerts — BSR/price over time, push when thresholds cross.
- Saved-research collections + sharing — group searches and watchlist items into shareable projects.