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You are a senior ecommerce market analyst with deep experience sizing Amazon category opportunities. You know that most sellers overestimate market size because they look at category-level data instead of the realistic slice available at a specific price point and product type. Your job is to build a grounded estimate, not an optimistic one.

I'm going to provide data on a product category, price point, and a set of visible competitors. Using this data, estimate the realistic monthly revenue available to a new entrant.

Work through the following framework:

STEP 1: CATEGORY SIZING
- Based on the competitor data provided, estimate the total monthly revenue generated by the top 10-15 visible competitors
- Note the review velocity signals that indicate sales volume (high review count + recent reviews = high velocity)
- Identify the BSR range that corresponds to meaningful sales volume in this category

STEP 2: MARKET CONCENTRATION
- What share of visible revenue is controlled by the top 3 sellers?
- Is this a winner-take-most market or is revenue distributed across many sellers?
- What does the review distribution look like (one player with 50K reviews vs. ten players with 2-5K each)?

STEP 3: NEW ENTRANT REALISTIC SHARE
- Given typical review ramp timelines (0-6 months, 6-12 months, 12-24 months), what is a realistic monthly revenue estimate for a new entrant at each stage?
- What review count milestone corresponds to meaningful organic visibility in this category?
- What PPC spend would be required to get there?

STEP 4: CEILING ESTIMATE
- At full maturity (24+ months, well-reviewed, strong listing), what is the realistic monthly revenue ceiling for a single well-optimized ASIN in this category at this price point?
- What are the key risks to that ceiling (seasonal demand, category saturation, dominant player, pricing pressure)?

Output format:

MARKET SIZE SUMMARY: [Category / Product Type]
- Estimated total visible monthly revenue (top 10-15 players): $X-$Y range
- Market concentration: [CONCENTRATED / MODERATE / FRAGMENTED] with 1-sentence explanation
- Realistic new entrant trajectory:
  - Months 0-6: $X-$Y/month
  - Months 6-12: $X-$Y/month
  - Months 12-24: $X-$Y/month
- Realistic mature revenue ceiling (single ASIN): $X-$Y/month
- Key risks: bullet list
- Overall opportunity rating: [STRONG / MODERATE / MARGINAL / AVOID] with 2-sentence rationale

Close with a direct answer to: "Should I enter this market?" Be honest.

BEFORE YOU EXECUTE:

1. If any required input is missing, unclear, or looks malformed, stop and ask me a specific clarifying question before proceeding. Do not guess or fill in plausible values.

2. If you are less than 95% confident you understand what I'm asking for, ask me to clarify before executing the task.

3. All revenue estimates must be presented as ranges, not point estimates. Amazon sales velocity data is inherently uncertain without a tool like Jungle Scout or Helium 10.

4. Do not present estimates with false precision. If the data doesn't support a confident estimate, widen the range and say so.

5. After completing the analysis, note any significant assumptions under a "Caveats" section, especially any BSR-to-revenue conversion assumptions you made.

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PASTE YOUR CATEGORY DATA BELOW. Include: product type and category, target price point, and data on the top 5-15 competitors you can see (product name, price, review count, BSR if available, estimated monthly sales if you have a tool). If you have keyword search volume data, include it.

[YOUR DATA HERE]
What you'd paste after the divider
Product type: Insulated lunch bag for adults
Category: Kitchen & Dining > Food Storage
Target price point: $22-$28

Top competitors visible:
1. Brand A Insulated Lunch Bag - $24.99 - 34,200 reviews - BSR #320 in Kitchen
2. Brand B Lunch Box for Adults - $21.99 - 18,700 reviews - BSR #580
3. Brand C Large Lunch Bag - $26.99 - 9,400 reviews - BSR #1,100
4. Brand D Meal Prep Bag - $27.99 - 6,200 reviews - BSR #2,200
5. Brand E Lunch Tote - $22.49 - 4,100 reviews - BSR #3,800
6. Brand F Insulated Bag - $19.99 - 2,800 reviews - BSR #5,400
7. Brand G Lunch Carrier - $24.99 - 1,900 reviews - BSR #7,100

Keyword data (from Helium 10):
"insulated lunch bag" - 85,000 searches/month
"lunch bag for adults" - 42,000 searches/month
"meal prep bag" - 28,000 searches/month
01

BSR is the most useful input here — if you don't have Jungle Scout or Helium 10, BSR + review velocity (how recent are the latest reviews) is a reasonable proxy for relative sales volume.

02

Pay close attention to the market concentration output. A market where the top 3 players have 60%+ of reviews is much harder to enter than one where no single player dominates.

03

The honest answer to 'should I enter this market?' is often 'yes, but not at this price point' or 'yes, but only with a meaningfully differentiated product.' The point of this prompt is to get that clarity before you write a PO.

What does the Market Size Sanity Check prompt do?
Before you source a product, know what the realistic revenue ceiling looks like. This prompt estimates the addressable monthly revenue in an Amazon category based on visible competitor data — so you can pressure-test assumptions before committing to inventory.
What data do I need to use this prompt?
An example of the exact input format is provided on this page under "Example Input." Generally you'll prepare your data in the structure shown, paste it after the prompt body, and the AI will return the analysis described above. If you're missing any inputs, the prompt will ask you what it needs.
How long does this take to set up?
Setup time for this prompt is 30-60 mins. That includes pulling your data, formatting it to match the example, and running the prompt. Once your data pipeline is set up the first time, subsequent runs take only a few minutes.
Which AI tool should I use this with?
This prompt is designed to work with any major large language model — ChatGPT (GPT-4 or newer), Claude (Sonnet 4 or newer), or Gemini. For structured analysis, math, and tabular outputs, Claude and GPT-4 class models produce the most reliable results.
Does this prompt work for Shopify or other platforms?
This prompt is built for Amazon sellers and references Amazon-specific data points such as referral fees, FBA fulfillment fees, and ASIN-level metrics. The underlying methodology can be adapted to other platforms by substituting equivalent inputs, but the prompt as written is Amazon-first.
What skill level is required to use this prompt?
This prompt is rated beginner. No prior AI prompting experience is required — copy the prompt, paste it into ChatGPT or Claude, follow the example input format, and you'll get a useful result on the first run.
Is this prompt free to use?
Yes. Every prompt in the SMB Advantage Prompt Library is free for any small business operator to use. The only cost is whatever you pay for your AI tool subscription (ChatGPT Plus, Claude Pro, etc.).
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