Research

The personas were already out there.

I didn't invent a user — I found them. Real buyers in Taobao review threads became my quantitative personas; three of the same crowd sat down with me on WeChat. The reviews gave me the need; the interviews gave me the friction nobody writes in a review.

Quantitative · buyer evidence Category scan → buyer reviews (买家秀) → quantitative personas Qualitative · interviews 3 WeChat interviews · the friction behind the need
Quantitative

My quantitative personas — found in the reviews.

I scanned the Taobao category once to map what exists, then went where real behaviour lives: the buyer reviews. The market told me its structure; the buyers told me who they are — and what they put up with.

3 archetypes
How I mapped the market

Gram scales, app-linked "lookup" scales (Bluetooth + food database), body-composition scales — every product in the category is one of these. All of them weigh one ingredient at a time.

0 sensors
What their hardware can't see

None of these scales has a camera or any visual sensing — a load cell is the whole machine. No recognition, no auto-scan, and no chance of measuring several foods at once.

0 products
The gap I aimed at

No product measures a whole plated meal and splits it into per-food grams, calories and macros. Recognition + true weight together doesn't exist in the category.

Evidence · the market's best-seller, in real use

Best-selling Bluetooth food scale

The one product image that matters. ¥69 Bluetooth food scale, 9,000+ sold — real volume, so its review thread is where the market's actual users live.

Buyer photo — one ingredient in a bowl

Real use, photographed by a buyer. One ingredient in one bowl — all this hardware can do.

The buyer reviews — my quantitative personas

40-day follow-up review
箱箱小食光 · 本店买过5次40天后追评

"用来做面包、各种面食、减脂控制体重秤食物……链接app直接可以看到自己吃了多少,对于控制体重的亲们来说巨方便"

An inexperienced home user on a scale with no sensing and no visual inspection — it can't scan food by itself, let alone measure several foods at once. Yet she states the need in her own words: she weighs many kinds of food, and she wants to see her intake.
Persona · inexperienced home userNeed · weigh many kinds of foodHardware · no auto-scan
App-binding review
chaoscake · 88VIP已购 · 家用蓝牙食物秤

"绑到app感觉以后能吃的明明白白 不错 白色的简洁干净好看"

The same profile — a beginner who bound the app because she wants her eating made clear. On a no-sensor scale that promise can only be kept by her own manual work, item by item.
Persona · beginnerNeed · 吃的明明白白 — clear numbersHardware · nothing automatic
Review thread — anonymous buyer
匿名买家 · 88VIP已购 · 家用蓝牙食物秤

"终于买到了自己梦想中的食物秤。质量很好物流也很快,商家也很贴心,比意外中想象的好!下次还会来的!"

The "dream food scale" is a plain load cell. That inexperienced buyers are this delighted, this easily told me how unserved the need is — and I built past the dream: a scale that sees the food and measures the whole meal at once.
Persona · first-time buyerSignal · the bar for "dream" is a dumb scale
Synthesis

The quantitative persona

  • Who: everyday people starting fat-loss or home baking — not athletes, no nutrition training.
  • Their gear: a ¥69-class app-linked scale — a load cell and nothing else. No camera, no sensing, no visual check of what's on it.
  • Their behaviour: they already weigh many kinds of food — one bowl at a time, then type each item into the app.
  • Their words: "控制量的摄入" · "看到自己吃了多少" · "吃的明明白白" — the need, stated by the buyers themselves.
  • What they never write: that the workflow is a burden. Reviews are five-star; the pain only surfaced when I interviewed the same crowd.
  • What I built on: keep the scale they already trust — remove the per-ingredient workflow their hardware forces on them.
Quantitative gave me the need: these buyers weigh many foods and want their intake made clear. Their own scales — no sensor, no vision, no auto-scan — can't do it, so they pay the workflow tax without noticing. The qualitative interviews below gave me the cost: the same crowd, asked directly, calls it 麻烦.
Qualitative

Three people, three chats.

The same crowd as the reviews — a beginner and two experienced lifters, on WeChat. This is where the friction the quantitative personas never write down comes out: asked directly, they call the item-by-item ritual 麻烦. Pick a person and scroll — highlighted bubbles are the moments that shaped the design.

WeChat interview · replayed with consent

"一样一样用秤称,称完对照热量表也太麻烦了" · "现在一样一样称太tm麻烦了"
Whole meal, one press — never weigh ingredient by ingredient
"一份饭总共多少卡的(app估算)肯定不准啊" · "减脂期也不敢不称啊"
The scale is ground truth — AI only splits a real measured weight
"能给我把各元素和总热量都称好的秤呗" · "该算的全算了"
Full read in one shot: total weight, calories and every macro, logged to the app