Keyword data can't reveal what customers ask.
GEO begins with the right question. The right question begins with what people actually say.
Keyword Guessing
Inferring customer questions from search-volume data. Detached from the real situations and conditions behind a purchase. Keyword data flattens context — it can't reveal what consumers actually think.
Utterance Census
A full census of what real consumers actually say, decomposed into situation × condition — the exact prompts they bring to AI.
How Context Map™ Works
From raw utterances to a quantified map of demand.
Gather real utterances
We collect what consumers actually write — reviews, threads, comments, captions — instead of keyword tables.
Across every channel
A full sweep across social, community, and commerce channels. No sampling — a census of the category.
Decompose the context
Every utterance resolves into a purchase situation × condition. The deliverable is the Context Map™.
Naver
DCInside
Danawa
Enuri
Ppomppu
Clien
YouTube
InstagramReal Consumer Questions
The questions keywords can't reveal — Context Map™ surfaces them.
| Question (utterance) | Context theme | Condition category | Source context | Source condition |
|---|---|---|---|---|
Our wedding-appliance quote came back way too expensive. Recommend a set I can get big discounts on to really lower the real cost. | Life stage & moving | Price & deals | Newlyweds | Lowest effective price |
I'm curious how performance differs between low-priced brands — which ones actually deliver real value for money in real use? | Practical spending | Price & deals | Appliance shopper | Best value |
I moved into a small place, so appliance size matters. Recommend slim products made for one person. | Household lifestyle | Capacity & size | Single-person household | Slim size |
I'm shopping for wedding appliances — where can I buy them cheapest? I'd love a good-value starter list. | Life stage & moving | Price & deals | Wedding prep | Best value |
I live in a studio and can't do plumbing work — any single-person appliances I can use right away without drilling or installation? | Household lifestyle | Install & space | Single-person household | No plumbing install |
Starting our newlywed home, I'm worried about running costs like electricity. Recommend efficient appliances with low upkeep. | Life stage & moving | Energy & noise | Newlyweds | Low running cost |
I have a baby and am sensitive to appliance noise — can you recommend products that run almost silently? | Childcare & care | Energy & noise | Household with infants | Low noise |
Living alone, a rice cooker or fridge that's too big just becomes clutter. What appliances come in really compact sizes? | Household lifestyle | Capacity & size | Single-person household | Compact size |
My robot vacuum's mop keeps smelling sour. Any products that dry well to prevent odor, or a fix? | Chore efficiency | Hygiene & care | Robot-vacuum user | No mop odor |
I'm tired of eating out every day — any good-value appliances that let a busy worker cook easily? | Job & occupation | Price & deals | Busy professional | Best value |
Doing chores after work is exhausting. Recommend appliances that are easy to use solo with really simple controls. | Household lifestyle | Ease of use | Single-person household | Simple controls |
I've tried heated and ultrasonic humidifiers and none satisfy me. Any easy-to-maintain, good-value humidifier I can finally settle on? | Hygiene & health | Price & deals | Humidifier hopper | Best value |
I prefer last year's practical models over pricey new releases — which value appliances are a great buy right now? | Practical spending | Price & deals | Value-focused | Best value |
I live alone and want install-free appliances that are easy to move when relocating — any recommendations? | Household lifestyle | Install & space | Single-person household | Install-free |