Directory research methodology and QA
PraxiumSupports: The public explanation of source verification, deduplication, holds, exclusions, and correction workflow.
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Dated methodology preview
A transparent preview of how Praxium can compare observed directory coverage. It describes a June 19 research set; it does not measure demand or declare a market opportunity.
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Results describe businesses observed in a dated, source-backed Praxium research set. The directory is incomplete and may be stale. Absence from the dataset does not mean a provider, modality, competitor, or customer demand is absent. Representation is not demand, profitability, or investment advice.
Sample walkthrough
One sample lookup from the June 19 workbench, shown with the furniture every real result carries — denominator, dataset age, and confidence rules on screen.
The lookup entered
One sample metro from the June 19 workbench
Cold plunge, compared against the reference set
What the preview returns
Deduplicated included records only
held and rejected rows are visible but never counted
78 (illustrative)
cold plunge appears in a smaller share of observed records than in the reference set
Not unmet demand, not a competitor count, not 'this city needs a plunge studio'
Low — the snapshot is past its 30-day review cadence and the result says so
Refused — coordinate coverage in the reviewed set is insufficient, so the tool declines instead of faking precision
The index value above is illustrative. Real results only render when local and reference-set minimum sample thresholds are met, and every one carries its denominator, exclusions, and dataset age.
What you get
Methodology
Methodology 0.8.0-preview. Next review: Refresh required before current-data claims.
Source ledger
Each source is tied to the part it supports; a link is not treated as blanket approval for every output.
Supports: The public explanation of source verification, deduplication, holds, exclusions, and correction workflow.
Read source →Supports: The policy for dated claims, limitations, corrections, and source-backed public content.
Read source →Toolkit
Every tool keeps its assumptions and limits visible, so a result from one is safe to carry into another.
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Open the toolMarket Gap Explorer
No. It only compares observed modality share within this research sample. It does not measure demand, economics, capacity, consumer intent, or competitive strength.
The reviewed source set does not have sufficient coordinate coverage for a reliable radius analysis. The preview refuses that filter instead of presenting false precision.
No. This is an archival June 19, 2026 research-workbench preview. A refreshed, public-safe freeze is required before current-data claims can ship.
Observed modality share inside the local sample, divided by the same share in the reference set, scaled so 100 means equal representation — and only computed when both sides clear minimum sample thresholds. Below the threshold the tool shows an insufficient-sample state instead of a number.
Not on its own. It describes one dated research sample of observed businesses. A site decision needs demand evidence, local economics, and competitive work this preview explicitly does not do — pair it with the economics calculator's downside case rather than treating an index as a green light.