Sample and Broader Coverage

The current Snowflake sample is designed to help consumers understand the structure and analytical value of the product before moving to broader coverage.

What the sample is for

The sample listing is intended to:

• make the data model easy to evaluate
• show how movement, dwell, spatial, and qualitative datasets fit together
• demonstrate the value of place benchmarking and repeat auditing
• create a clean path into broader commercial conversations

What is typically in the sample

• one representative site
• one complete audit
• site metadata and audit metadata
• movement counts
• dwell observations
• trace paths
• site inventory and facade quality
• curated intercept responses and observations
• plan metadata and governed plan image links

What is intentionally limited

• site count
• audit history depth
• media scope
• benchmarking breadth across multiple places

What broader commercial coverage can include

• multiple sites and multiple audits
• richer benchmarking coverage across comparable places
• fuller historical audit depth
• broader plan coverage
• photo and video media where required
• governed qualitative content at the right commercial tier
• a clearer route to repeat monitoring and evaluation programs

Commissioned audit work

The data product is also a lead-in to new audit work. If you want a specific place audited, want repeat observations before and after an intervention, or want to understand which places and audits are currently available, use the contact routes in Commission a Site Audit and Available Places and Coverage.

Practical recommendation

Use the sample to validate:

• fit with your internal analytics workflow
• join logic and geospatial handling
• the relevance of the dataset framing to your planning or reporting needs

Then move to broader commercial coverage when you need:

• more places
• more audits
• more benchmarking depth
• a commissioned place audit aligned to your own project or intervention