Exact option
The row and destination identify the same variant.
Article 04 · Evidence table
A Three-Row Method for Comparing Mambabuy Spreadsheet Finds
Three comparable rows are usually enough to reveal what the category can show, which gaps matter, and whether more browsing will improve the decision.
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Quick answer
Choose three rows that solve the same need. Compare the exact option, measurements, useful photos, source match, price context, estimated packed weight, and unresolved gaps. Keep one, hold one only if it offers different evidence, and remove the row that requires the most guessing.
Define the same need before comparing
A fair comparison begins before the table. “Three hoodies” is still too broad if one is a lightweight layer, one is oversized, and one is chosen for a specific print. Write a job statement such as “midweight zip hoodie for mild weather, garment chest at least 116 cm, neutral color.” Then remove any row that fails a non-negotiable part of that job.
This step keeps a visually exciting but irrelevant row from winning on features that do not solve your need.
Build the seven-column evidence table
| Question | Row A | Row B | Row C |
|---|---|---|---|
| Exact option | Black / XL | Black / XL | Black / XL |
| Fit evidence | Chest + length shown | Size chart only | Chest shown; method unclear |
| Useful photos | Fabric, zip, seams | Front and back only | Fabric and print |
| Source match | Matches | Matches | Color naming differs |
| Price context | Middle | Lowest | Highest |
| Weight context | Estimate labeled | Unknown | Garment only |
| Main gap | Hood shape | Construction + weight | Measurement method |
The values above are fictional and illustrate the method. Use current details from the exact rows you are checking.
Score evidence, not excitement
You do not need a complicated formula. Give each row one point for every decision-critical question it answers clearly. Give no point for a claim that cannot be traced to a photo, measurement, option, or current source detail. Keep uncertainty visible instead of awarding half-points based on optimism.
Fit or size
Relevant measurements have units and a method.
Useful photos
Views answer category-specific questions.
Cost context
Price and weight are comparable, with estimates labeled.
Use stop rules before opening more rows
- Stop when one row answers every critical question.More browsing may create variety without improving evidence.
- Keep a second row only for a distinct advantage.For example, clearer sizing, lower bulk, or better construction views—not simply another color.
- Remove a row after two critical gaps.If both fit and source identity remain unclear, the low price is not enough to preserve it.
- Pause when all three rows share the same gap.Change the search or category source instead of repeating the same weak comparison.
Separate item price from total context
A small price difference can disappear once weight, packaging, minimum quantity, or included pieces change. Do not invent a final delivered total from incomplete data. Record the item price as shown, the currency, the date checked, whether a quantity tier applies, and whether the weight is product-only or packed. Use current official calculators and policies for later cost decisions.
Before writing a winner, reopen each source and select the option shown in your table. Marketplace pages often return to a default color, size, or quantity, which can quietly change the displayed price and photos.
Write the decision in one minute
THREE-ROW DECISION
Need statement: Row A — keep because: Row B — hold only if: Row C — remove because: Shared unknown: Next check: Checked on:
The final sentence should point to evidence: “Keep A because its measurements are clear and its source matches; hold C only if the measurement method can be confirmed.” If you can only write “A looks best,” return to the table.
