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Research

Market Research

Search any keyword on Amazon and Launch Fast analyzes the entire first page, including revenue, pricing, competition, and ad costs. Results appear in three places: a summary banner above search results, inline product cards, and a full dashboard modal for deep analysis.

Amazon search results page showing the Launch Fast summary banner with market KPIs and grade badge, inline product cards with revenue data, and the dashboard modal open in the background

Overview

Market research is the core workflow in Launch Fast. Every Amazon search you run becomes an instant market analysis.

When you search a keyword on Amazon, Launch Fast does three things automatically:

  1. Injects a summary banner above the search results with market-level KPIs and a grade
  2. Adds data cards to every product listing with revenue, units, BSR, and grade
  3. Prepares a full dashboard you can open for charts, tables, and deeper analysis
Data loading

The banner and product cards appear as soon as the first batch of products is analyzed (2–5 seconds). The full product table in the modal may take up to 2 minutes if there are many products. You can open the modal immediately. Data populates as it arrives.

The Research Flow

Four steps from keyword to market data.

Search a keyword on Amazon

Go to any Amazon marketplace and search a keyword, for example "hand warmer", "yoga mat", or "dog leash". Launch Fast activates automatically on every search results page.

Read the summary banner

A banner appears above the first search result showing six market KPIs and the market grade. This is your first-pass filter. If the grade is D or F, you can move on to the next keyword without opening anything.

Scan the product cards

Each product listing now has an inline product card showing monthly revenue, units sold, profit per unit, and grade. Scroll through the results to quickly spot the top performers.

Open the dashboard

Click the chart icon on the banner or any product card to open the full dashboard modal. Here you get charts, a sortable product table, AI-generated reports, a profit calculator, and export tools.

Summary Banner

The banner appears above the first search result and shows six KPIs alongside the market grade badge.

Summary banner with market KPIs and grade badge
KPIMeaning
Total RevenueCombined 30-day revenue across all analyzed products
Monthly AvgAverage revenue per product per month
Avg PriceAverage listing price across all products
Avg CPCAverage cost-per-click for this keyword
<575 ReviewsPercentage of products with fewer than 575 reviews (low barrier)
Top 3 ShareRevenue share held by the top 3 sellers (market concentration)

Each KPI has a colored status indicator, green (ideal), amber (watch), or red (fail), matching the thresholds from the grading system. The market grade badge sits at the top-right corner of the banner.

These KPIs drive the market grade:

  • The market grade is based on Avg Price, Avg CPC, <575 Reviews, and Monthly Avg.
  • Total Revenue and Top 3 Share provide additional context for opportunity and concentration.
  • See the Grading System section for scoring details.

Product Cards

Every product on the search results page gets an inline product card with key metrics, so you do not need to open each listing.

Inline product cards on Amazon search results

Product cards appear below each Amazon product listing and show:

  1. Sales data

    • Monthly revenue
    • Monthly units sold
    • Profit per unit
  2. Product details

    • Product grade (color-coded badge)
    • BSR + category
    • Dimensions and weight
    • Listing age

Click the chart icon on any product card to open the dashboard modal with that product highlighted in the table.

No sales data

Cards that show "No sales data available" mean the product is too new for revenue estimates or was rate-limited during data collection. These products still appear in the dashboard modal but won't have revenue or unit data.

The Dashboard

Click the chart icon on the banner or any product card to open the dashboard. The layout has three areas:

Deep Dive Dashboard with KPI strip, charts, and product table
  1. KPI strip
    Six metrics across the top with colored status indicators. These update as data loads and change with product selection.

  2. Chart area
    Revenue, Price, BSR, and Reviews are switchable. A date range selector appears in the top-right.

  3. Product table
    Full product metrics with sort/filter controls and comparison checkboxes.

KPI Strip

The six KPIs shown in market overview mode (no products selected):

KPI strip showing six market metrics with colored status indicators
KPIWhat it measuresStatus indicator
Total RevenueCombined 30-day revenue for all productsGreen above $1.5M, amber above $300K, red below
Monthly AvgAverage monthly revenue per productGreen above $10K, amber above $5K, red below
Avg PriceAverage listing priceGreen $50–$250, amber $30–$50 or $250–$300, red outside
Avg CPCAverage cost-per-clickGreen under $1.00, amber $1–$2, red above $2
<575 Reviews% of products under 575 reviewsGreen above 50%, amber 30–50%, red below 30%
Top 3 ShareRevenue share of top 3 sellersGreen under 50%, amber 50–70%, red above 70%

Each KPI shows a colored line (green, amber, or red) so you can scan the health of the market at a glance without reading every number.

Market Charts

Four chart views covering revenue, pricing, BSR, and reviews.

  1. Revenue chart: Historical line graph showing daily sales across all products. Use the date range selector (top-right) to switch between 30-day, 90-day, or custom ranges.

  2. Price chart: Historical line graph showing the daily average price across products. Helps you identify the main price band and spot trends over time. Affected by date range selection.

  3. BSR chart: Historical line graph showing the daily average BSR across all products. Affected by date range selection.

  4. Reviews chart: Bar chart showing review count ranges vs product revenue. Quickly reveals whether high-review incumbents dominate revenue or if lower-review products still compete. Not affected by date range.

Date range

Use the selector at the top-right of the chart area to switch between 30 days (default), 90 days, or a custom range. The custom picker lets you select exact start and end dates. Revenue, Price, and BSR charts update to reflect the selected period. Reviews are not affected by date range.

AI Market Report

Click the AI Report button in the chart tab bar to generate a market analysis. The report takes about 60 seconds and replaces the product table with three sections:

AI Market Report with analysis, buyer profile, and PPC recommendations
  1. AI Market Analysis

    • Three headline metrics: recommended entry price, reviews needed to compete, and market price range.
    • Written market analysis and pricing strategy recommendation.
    • Amazon policy risk assessment with level and contributing risk factors.
  2. Customer Reviews Analysis

    • Gender split chart.
    • Typical buyer profile with demographics and use cases.
    • Purchase motivators and recurring pain points.
    • Helps identify who buys in this niche and what they care about.
  3. PPC Analysis

    • AI-generated keyword campaign table: top keywords with search volume, CPC, and bid ranges.
    • Product targeting recommendations to identify top competitors and easier-to-win targets (revenue but low reviews).

While the report generates, the 30-day revenue chart stays visible above the report sections. A progress indicator shows the current phase until generation completes.

AI Report quota

Reports use your monthly AI quota of 100 uses, shared across all AI features in the extension and webapp. A progress bar in the generation dialog shows how many you've used. If you've already generated a report for this keyword, it loads instantly from cache instead of using another credit.

Product Table

Below the chart area, the product table lists all analyzed products. Default sort is Total Revenue (descending). Each row has a checkbox for selecting products: select 1 to see individual metrics, or 2–3 for a comparison view.

Product table with sortable columns showing revenue, BSR, and grades
ColumnDataSortable
ProductImage + title + ASIN (sponsored products show "SP" badge)Static
BrandSeller brand nameStatic
GradeA10–F1 color-coded badgeYes
PriceCurrent listing priceYes
Total RevenueMonthly revenueYes
Total UnitsMonthly units soldYes
BSRBest Seller RankYes
RatingStar rating (1–5)Yes
ReviewsReview countYes
MOM GrowthMonth-over-month growth % (green = up, red = down)Static
DimensionsLength x Width x Height (inches)Static
WeightWeight in poundsStatic
Listing AgeTime since listing appearedStatic

Product Selection

Select products in the table to compare them directly. KPIs and charts adapt to show what you have selected.

Select one product by clicking its checkbox. The dashboard switches to product detail mode:

KPIs change to:

KPIWhat it shows
RevenueThis product's monthly revenue
Units SoldThis product's monthly units
PriceThis product's price
Market ShareThis product's share of total market revenue

Charts show: Revenue, Price, and BSR history for the selected product over time.

Use this to benchmark a specific product and see how it performs relative to the market and whether its metrics are trending up or down.

Select 2–3 products to compare them side by side. The dashboard switches to comparison mode:

KPIs change to:

KPIWhat it shows
Combined RevenueTotal revenue of selected products
Combined UnitsTotal units of selected products
Avg PriceAverage price across selected products
Combined ShareSelected products' share of total market revenue

Charts show: Revenue, Price, and BSR for each selected product as overlapping series, making trends easy to compare visually.

Maximum 3 products can be selected at once. Deselect all to return to market overview mode.

Filters

Narrow down the product table to focus on the products that matter.

The toolbar above the product table has filter controls:

Quick toggles:

  • Hide Sponsored removes products with the "SP" badge so you only see organic listings
  • New Sellers Only shows only products with listing age under 6 months

Advanced filters (click the filter icon):

FilterRange
Monthly RevenueMin – Max ($)
PriceMin – Max ($)
ReviewsMin – Max
RatingMin – Max
BSRMin – Max
Monthly UnitsMin – Max
Listing AgeMin – Max (days)

Filters affect the product table, KPIs, and charts. Everything recalculates based on the filtered set.

Filters disabled during comparison

When products are selected for comparison, the filter button is disabled. Deselect all products to re-enable filtering.

Profit Calculator

Click the calculator icon in the toolbar to open a side panel. It auto-fills from the selected product or market averages, and all fields update in real time. For a detailed walkthrough, see Profit Calculator.

FieldTypeDescription
Product PriceEditableCurrent listing price
COGSEditableCost of goods sold per unit
Shipping CostEditableAuto-estimated from weight, overridable
CategoryEditableSearchable dropdown, determines referral and fulfillment fees
PPC Per SaleEditableAdvertising cost per unit
Referral FeeAuto-calculatedBased on category and price
FBA Fulfillment FeeAuto-calculatedBased on category and dimensions
Storage FeesAuto-calculatedJan–Sep and Oct–Dec rates
Net ProfitOutputFinal profit per unit after all costs

Exports

The Actions dropdown in the toolbar has three export options:

  1. Export to Excel (.xlsx)

    • Downloads the full product table as a spreadsheet.
    • Keeps current filters and sorting.
    • Open in Excel or Google Sheets for deeper analysis.
  2. Screenshot (.png)

    • Captures current modal view (KPIs, active chart, table) as one image.
    • Useful for sharing market snapshots with partners or saving for comparison.
  3. Export Images (.zip)

    • Downloads product images from visible table rows as a ZIP archive.
    • Useful for listing research and competitor image-reference checks.

All exports respect current filters. If you've hidden sponsored products or filtered by price range, only the visible products are included.

Best Practices

Use the research signals to avoid noise and stay focused:

  • Search 10–20 keywords per session. Check the banner grade first, then open the dashboard mainly for B+ markets.
  • Wait for full data before you conclude. The banner appears quickly, but the modal table can still be loading for larger searches.
  • Use filters to test hypotheses. Remove sponsored results, narrow price bands, and review listing age to stress-test a market before comparing top candidates.
  • Always run the profit calculator with realistic COGS before you shortlist. Strong revenue and low CPC can still fail margins after fees.

Frequently Asked Questions

Common questions about market research.