MarketLens AI — Live Product Intelligence

Products normalized—

Providers reached—

Evidence coverage—

Decision model40·30·20·10

Live product intelligence

Results are fetched at search time and normalized into one evidence model.

Ready

Product	Provider	Price	Rating	Score	Decision
Search for a product to begin.

Opportunity discovery

Rank available catalogue results by explicit evidence, not by an invented market claim.

Minimum evidence coverage

Maximum price (USD)

Category / keyword

Run a search to rank available candidates.

Trend and historical analysis

This section only shows time series when a connected source returns observations across time. A current listing is not a trend.

Current free product providers do not supply a verified historical demand series for every query. The latest observation, provider timestamp, and missing historical evidence are shown instead of a fabricated chart.

Available evidenceRun a search to inspect source timestamps and coverage.

Review intelligence

Review analysis is limited to reviews actually returned by an authorized source. Product ratings are not treated as a full sentiment sample.

Review coverage

—

Run a search to inspect rating and review-count fields.

No review themes are invented when review text or a valid review sample is unavailable.

Compare opportunities

Compare normalized results by demand, profit, and evidence confidence.

Product	Demand	Profit	Risk	Score	Decision
Run a live search to populate comparison.

Deep market research

Turn the current query and scope into a structured evidence brief.

Configure the research scope, run a search, then open this section for the structured brief.

Evidence categoriesProduct identity · price · rating · review count · provider provenance · score factors

Missing evidence to validateHistorical demand, market-specific coverage, landed cost, seller concentration, and authorized review samples may require additional connectors.

Profitability simulation

Sensitivity scenarios are transparent calculations, not guaranteed forecasts.

Monthly units

Selling price (USD)

Unit cost (USD)

Advertising spend

Platform fee (%)

Shipping / unit (USD)

How MarketLens works

The domain runs a browser-native free-provider system. Optional credential-backed connectors stay protected in the Streamlit backend and are never placed in this public page.

Five-layer architecture

1. Live Product APIsDummyJSON, Fake Store API, Open Beauty Facts, plus optional marketplace connectors.

2. Integration & normalizationProducts are standardized, deduplicated, and tagged with provider evidence and source URLs.

3. AI analyticsSentiment, trend, risk, confidence, and deterministic explanations run without a paid key. DeepSeek is optional on the protected backend.

4. MarketLens dashboardSearch, comparison, provenance, and profit simulation are available on this domain.

5. Decision supportGO, CAUTION, and PASS are research-prioritization labels, not promises of sales.

Fixed score

40·30·20·10

Demand 40% + Profit 30% − Risk 20% + Competition Gap 10%

70+

CAUTION

45–69

PASS

<45