AI-Powered

AI Product Launch
Viability Report

Enter your product details below and our AI engine will analyse manufacturing costs, MOQ requirements, shipping, competition level, and market demand — then deliver an instant viability verdict with a 0–100 score.

Instant results
No data saved
Real market data
For Founders Planning a Launch

Get a Clear Go / Caution / Stop Before You Commit

Score your entire product launch from 0–100 across six real-world factors and get an honest verdict — powered by AI and live market data.

1

What you’ll find here

A personalised viability report scoring your idea on margin, competition, demand, cost, risk and timing — with specific, actionable recommendations.

2

Why it helps you

Spend ten minutes here instead of ₹2–5 lakh on a launch that was never going to work. Catch the deal-breakers while they’re still cheap to fix.

3

How you grow

Launch only the products with real upside, fix the weak factors first, and put your capital where it actually pays back.

1 Product Details

Be specific — "organic cotton t-shirt" gives better results than "clothing"

2 Budget & Market

Your data is processed locally and never stored on our servers

Your report will appear here

Fill in the product details on the left and click "Generate AI Viability Report" to get your instant analysis.

Viability score out of 100
Estimated MOQ range
Total investment required
Break-even units
Risk assessment
Actionable next steps

What Is a Product Launch Viability Report?

Launching a new product is exciting — but it can also be expensive if you get the numbers wrong. A product launch viability report gives you a clear, data-driven answer to the most important question in ecommerce: will this product make money?

Most sellers start with excitement and hope. They order a large batch from a supplier, list it on Amazon or Flipkart, and wait. Only after spending their full budget do they discover that the platform fees eat 25% of the sale price, the shipping cost from China was higher than expected, and the competition already has 10,000 reviews. The MOQBridge AI Viability Report is designed to surface all of these problems before you spend a single rupee.

How the Viability Score Is Calculated

The AI engine analyses six key factors and weights them to produce a score from 0 to 100:

Profit Margin

Can you hit at least 20% net margin after all platform fees, shipping, and packaging?

MOQ vs Budget

Does your available budget cover a realistic minimum order quantity?

Logistics Cost

Is international or domestic shipping viable at your target price point?

Market Demand

Are enough people searching for and buying this product category?

Competition

Is the market so crowded that a new seller has little chance of visibility?

Break-even Speed

How many units do you need to sell before you recover your investment?

Who Should Use This Report?

This tool is built for:

  • First-time ecommerce sellers who want to validate an idea before spending money on samples or registration
  • Amazon / Flipkart sellers who want to expand their catalogue and need to know which products are worth pursuing
  • D2C brand founders planning a new SKU or product line and need investor-ready numbers
  • Importers and trading companies evaluating whether a Chinese or Bangladeshi product will work in the Indian market
  • Students and business plan writers who need realistic financial projections for a product business

Understanding Your Score

80–100
Excellent — Go for it
Strong margins, manageable competition, and your budget covers the MOQ comfortably. This is a green-light launch scenario.
60–79
Good — Worth exploring
The fundamentals are solid. A few risks exist — review the flag section before ordering.
40–59
Caution — Needs optimisation
Margins are tight or competition is high. Optimise your pricing, reduce packaging cost, or find a lower MOQ supplier before proceeding.
20–39
High risk — Rethink the plan
Multiple red flags. Consider a different product, a different platform, or a significantly different pricing strategy.
0–19
Not viable as-is
The numbers do not support a profitable launch under the current parameters. Revisit your sourcing strategy or target market.

Frequently Asked Questions

Is this report free?

Yes. The AI Viability Report is completely free to generate as many times as you need. There are no sign-ups, no hidden charges, and no credit card required.

Does MOQBridge save my product data?

No. All calculations are performed in your browser. We do not store your product name, budget, or any other details you enter.

How accurate are the numbers?

The report uses realistic benchmark data for Indian ecommerce — platform fee structures, average shipping rates, typical MOQ ranges by category. For exact numbers, always cross-check with your actual supplier quotes and platform fee calculators.

Can I use the report for my business plan?

Absolutely. The report is designed to give you credible, realistic projections that you can include in a business plan or pitch to investors. Just note that actual results will vary based on execution, marketing, and market conditions.

What platforms does the report cover?

The platform fee and commission data covers Amazon India, Flipkart, Meesho, and D2C / own website scenarios. Select the platform you plan to sell on to get the most accurate fee deductions.

How do I improve a low viability score?

Focus on whichever factors are flagged in red. Common improvements: negotiate a lower MOQ with your supplier, reduce packaging cost, target a less competitive niche keyword, or raise your selling price if market data supports it.

Ready to validate your next product?

Use the full suite of MOQBridge calculators to build a complete cost picture before you commit any budget.