Example Workflows
Paste-ready Launch Fast MCP prompts for Amazon sellers.
Paste-ready Launch Fast MCP prompts for Amazon sellers.
These examples show how to ask Claude to use Launch Fast MCP across product research, keyword discovery, supplier sourcing, rank tracking, connected Amazon account data, Brand Analytics, and Amazon Ads reporting.
You do not need to mention tool names in normal use. Ask for the business outcome you want, and Claude can choose the relevant Launch Fast tools.
How To Use These Examples
| Step | What to do |
|---|---|
| 1 | Connect Launch Fast MCP to Claude. |
| 2 | Pick a workflow below. |
| 3 | Replace the product idea, ASIN, SKU, campaign, marketplace, or date range with your own. |
| 4 | Paste the prompt into Claude. |
| 5 | Ask follow-up questions after Claude returns results. |
For best results, be specific about:
| Detail | Example |
|---|---|
| Product keyword | silicone spatulas |
| ASIN or SKU | B07HQM6NH8 or DEMO-SKU-001 |
| Date range | last 30 days or April 27 to April 28, 2026 |
| Marketplace | US marketplace or ATVPDKIKX0DER |
| Campaign | Campaign name or campaign ID |
| Output type | Summary, diagnosis, comparison, or action list |
Research Workflows
Validate A Product Idea
Use this when you are considering a new Amazon product and want a first-pass market read.
Research the Amazon market for silicone spatulas. Show market size, average price, review competition, revenue trend, top products, and whether this looks worth entering.Good follow-ups:
Which risks matter most for a new seller entering this market?What product differentiation angles show up from the top listings?If this market is too competitive, suggest 5 adjacent product niches to research next.Compare Multiple Niches
Use this when you have several product ideas and want Claude to rank them.
Research silicone spatulas, bamboo cutting boards, and stainless steel drawer organizers. Compare market size, average price, competition, reviews, revenue trend, and launch difficulty. Rank them from strongest to weakest opportunity.Good follow-ups:
Which niche has the best balance of demand, competition, and likely margin?Which niche should I reject fastest and why?Product + Keywords + Suppliers
Use this when a product idea looks interesting and you want to move from market validation into keyword and sourcing research.
Research bamboo cutting boards, then find keyword opportunities for the top ASINs, then find Alibaba suppliers with Trade Assurance and low MOQ.Good follow-ups:
Turn this into a launch research brief with product risks, best keywords, supplier shortlist, and next questions to ask suppliers.Which supplier options look most realistic for a first order under 500 units?IP Risk Before Sourcing
Use this before committing to a brand name, product concept, packaging, or design direction.
Check IP risk for the brand name BambooChef and the product concept bamboo cutting board with removable silicone trays. Summarize trademark and patent risks separately.Good follow-ups:
Suggest safer brand name directions based on the trademark results.Which patent results look closest to the product concept and why?Rank Tracking Workflows
Rank Tracking Review
Use this when you want a quick status update on tracked ASINs.
Show my tracked ASINs, summarize keyword movement, and flag any ranking drops that look important.Good follow-ups:
Which ranking drops are most important based on search volume?Which tracked ASIN should I inspect first?Track A Competitor
Use this when Product Research or Keyword Research finds a competitor worth monitoring.
Track ASIN B089FBYT3W with label Top competitor, then show my current tracked ASINs.Good follow-ups:
What keywords should I watch for this competitor?If my rank tracking slots are full, which tracked ASIN looks least useful to keep?Seller Account Workflows
These workflows require connected Amazon Seller Central/SP-API data in Launch Fast.
Seller Account Health
Use this for a broad business review.
Analyze my Amazon sales, inventory, and finance data for the last 30 days. Show top products, low-stock risks, fee pressure, and anything that needs attention.Good follow-ups:
Which ASINs should I investigate first and why?Separate the issues into sales, inventory, and finance problems.What changed in the last 7 days compared with the rest of the month?Top Product Review
Use this when you want to inspect what is carrying the account.
Summarize my Amazon sales for the last 30 days, identify the top ASINs, then check whether those products have enough inventory coverage.Good follow-ups:
Which top sellers are at risk of stocking out?Which products have strong sales but need finance or fee review?Low-Stock Review
Use this when restock risk is the main concern.
Show low-stock inventory below 30 days of cover. Prioritize products with recent sales velocity and explain which ones need attention first.Good follow-ups:
Which low-stock products are also advertised?Which products look overstocked instead of understocked?Finance And Fee Pressure
Use this when revenue looks good but margin is unclear.
Summarize Amazon fees and settlement activity for the last 30 days. Highlight the largest fee categories, unusual ledger activity, and SKUs that may need margin review.Good follow-ups:
Which fee categories grew the most?Search ledger lines for my top-selling SKU and explain the largest charges.Brand Analytics Workflows
These workflows require connected Seller Central/SP-API data with Brand Analytics access.
Brand Analytics Opportunity Review
Use this when you want to find search-funnel or search-term opportunities.
Use Brand Query Report and Brand Search Terms Report to find search queries where my ASIN has visibility but weak click or purchase share.Good follow-ups:
Which queries look like listing optimization problems?Which queries look like PPC opportunities?Which queries should I compare against Keyword Research?ASIN Funnel Gap Review
Use this when one product has traffic but weak conversion.
Show Brand Query Report funnel gaps for ASIN B07HQM6NH8. Find queries with impressions but weak clicks, clicks but weak cart adds, or cart adds but weak purchases.Good follow-ups:
What listing elements should I review first based on these funnel gaps?Which queries should I defend with ads or listing SEO?Catalog Search Performance Review
Use this when you want to find product-level catalog issues.
Find low-conversion ASINs in Brand Search Catalog Report and explain which products may need listing, price, review, inventory, or ads attention.Good follow-ups:
Compare these low-conversion ASINs with Brand Query Report funnel gaps.Which catalog performers are strongest by marketplace?Amazon Ads Workflows
These workflows require connected Amazon Ads data in Launch Fast.
Ads Waste Scan
Use this for a broad Sponsored Products efficiency review.
Scan my Sponsored Products campaigns for wasted spend, poor ACOS, search terms with spend but no sales, and harvest opportunities from converting queries.Good follow-ups:
Turn this into a prioritized manual optimization checklist.Which findings should I inspect in Campaign Performance, Product Performance, Targeting Performance, and Search Term Performance?Campaign Performance Review
Use this when you know the campaign you want to inspect.
Analyze Amazon Ads campaign 900000001 on April 28, 2026 and show spend, sales, ACOS, ROAS, clicks, impressions, and orders.Good follow-ups:
Which products, targets, and search terms explain this campaign's performance?Does this campaign look like a scaling candidate or a waste candidate?Search Term Harvesting
Use this when you want to find shopper queries worth tighter campaign coverage.
Find converting Sponsored Products search terms from the last 30 days that may be worth harvesting into exact match. Include spend, sales, ACOS, ROAS, and related campaigns.Good follow-ups:
Which search terms look like negative keyword candidates instead?Which harvested terms should I also add to rank tracking or listing SEO review?Targeting Review
Use this when you want to inspect keyword and target performance.
Show top exact-match targets by spend and ACOS for the last 30 days. Flag targets with strong sales, weak sales, and high click volume but low orders.Good follow-ups:
Compare exact, phrase, broad, and product targeting performance.Which targets need search term follow-up?Inventory-Aware Ads Review
Use this when you want to avoid pushing ads into products that may run out.
Find advertised products with low inventory or low days of cover, then summarize whether ads should be watched more carefully.Good follow-ups:
Which advertised products have strong ROAS but inventory pressure?Which products should I avoid scaling until inventory is safer?Full Account Review Workflow
Use this when you want Claude to pull everything together.
Run a full Launch Fast MCP review for the last 30 days. Cover product sales, inventory risk, finance fee pressure, Brand Analytics opportunities, Sponsored Products waste, search term harvest opportunities, and rank tracking movement. Summarize the top 10 things I should investigate manually.Good follow-ups:
Separate the findings into urgent, important, and watchlist.Which findings are backed by multiple reports?What should I check manually in Seller Central or Amazon Ads?Troubleshooting Prompts
Use these when Claude gets empty or narrow results.
Check What Data Is Available
Check what Launch Fast MCP account data and tool access are available for my account.Broaden A Query
Try the same analysis for the last 30 days and remove ASIN, SKU, campaign, account, profile, marketplace, seller, and connection filters.Connection Issue
The tool says I need to connect my Amazon account. Explain which connection is required for this request and where I should connect it in Launch Fast.Sync Or Date Issue
The result is empty. Help me determine whether this is likely a sync issue, date range issue, missing account connection, or overly narrow filter.Safety Reminder
Launch Fast MCP can inspect and summarize connected data, but it does not directly modify Seller Central or Amazon Ads.
Claude may recommend actions such as restocking, changing bids, adding negatives, editing listings, or adjusting budgets. Those changes must be reviewed and made manually outside the MCP tools.