Help · How it works
How it works
Ask in plain English. We pull taste data from Qloo, add public company filings and Census figures where they help, compute every number in code, check each one, and write a one-page answer.
Three steps, every time
- 01
You ask
Type a business question about a brand, artist, place or audience. We match every name to Qloo's catalogue. If a name could mean two things, you pick.
- 02
We measure
Before looking, the AI writes down what it expects. Then our code queries Qloo, and SEC EDGAR or the US Census when the question needs company financials or who lives in an area, and calculates every figure. The AI never types a number.
- 03
We check
Before you see the answer, every number is traced to its source (Qloo, an SEC filing or a Census table) and advice wording is blocked. Click Source on any number to see it.
The pipeline
Seven steps, the same for every answer
The model reads your question, plans and writes. Our code does everything that touches a number. The lanes below show who owns each step.
- 01InterpretModel · ClerkFinds the names and the job
- 02ResolveCode · GateExact names; you pick if unsure
- 03PlanModel · AnalystWrites what it expects before data
- 04FetchCode · QuantCapped calls to the sources
- 05ComputeCode · FormulasOne named formula per number
- 06CheckCode · CheckerRules trace every number
- 07WriteModel · AnalystProse only; code places numbers
What AI knows · not verified
Background from the model, labelled with its name and date. It may not state numbers and never changes the measured answer.
From the web
A few searches at most. Every sentence links to its source with publisher and dates. Not checked by us.
Reading an answer
What the marks on an answer mean
- High · Medium · Low
Confidence
Confidence (High, Medium, Low) rates how complete and fresh the data was, not how likely the answer is to be right. Fixed rules set it; the AI can't.
- Affinity ×
Affinity
Affinity means shared taste. It is not sales, market share or cause.
- Window Apr–Sep 2025
Trends
Trend figures come from Qloo's latest trend window, Apr–Sep 2025.
- Fiscal period
SEC figures
Company financials are as reported in SEC EDGAR filings, company-wide, with their fiscal period. A brand may be a small part of its company, and private companies have none.
- ACS 5-year
Census figures
Area figures are US Census ACS 5-year estimates about residents, with their vintage: not customers, foot traffic or spending.
- No data
Missing data
Missing data says No data, never zero.
Scope
What we don't do
- No individuals: group-level taste only.
- No politics, religion, health, ethnicity or other sensitive traits.
- No decisions about housing, credit, jobs or insurance.
- No buy, sell or price advice.
We decline these before any data is fetched and suggest a question we can answer.
Also in the product
Profiles, the Screener and Following
- Search bar
Profiles
Search a brand, artist, public figure, podcast, TV show or film by its exact name for a one-page taste profile. Open one from the search bar.
- Sidebar · Screener
Screener
Rank brands in a category by taste across markets. Each row links to that brand's profile.
- Sidebar · Following
Following
Keep questions in this browser and re-run them when you choose. Each run is shown as it is; it does not claim what changed.
Coverage
Where and what we can answer
Place questions cover neighbourhoods in 13 US cities: Atlanta, Austin, Boston, Chicago, Dallas, Denver, Houston, Los Angeles, Miami, Nashville, New York City, San Francisco and Seattle. Markets cover 51 US cities. Trends cover brands and TV shows. Profiles cover brands, artists, public figures, podcasts, TV shows and films.
Data and models
Where every part comes from
Taste data: Qloo. Company financials: SEC EDGAR filings. Area figures: the US Census Bureau's American Community Survey through the Census Data API; this product uses the Census Bureau Data API but is not endorsed or certified by the Census Bureau. Reading questions and writing answers: Claude, by Anthropic. Numbers and checks: our own code. Each answer is dated when it was made.
- Qloo
- Taste affinities, trends and audience indices
- Group level only
- SEC EDGAR
- Reported figures of listed companies
- Company-wide, by fiscal period
- Census ACS
- Who lives in an area: population, age, households, income
- Not endorsed or certified by the Census Bureau
- OpenStreetMap
- Named places near a location
- © OpenStreetMap contributors, ODbL. Counts are a floor
- Claude by Anthropic
- Reads the question, plans and writes the prose
- Never types a number
- Our own code
- Fetches, computes and checks every number
- The same code for every answer
Ready when you are.