Console / Data Quality

JM

Coverage & data quality

Release diagnostics for institutional buyers

Panel composition100% independent & local operators (1–50 units)
Active panel locations197,643
States covered50 + DC
DMAs covered210 of 210
Operator typesIndependent QSR, Independent FSR, Café, Bar, C-store, Stadium
Panel history sinceJan 2023
Point-in-time snapshotsYes
Restatement logPublished quarterly
Panel churn methodologyDocumented (constant-store reweighting)
DeliveryT+1 daily · API, S3, SFTP, Snowflake Share
Avg row data-quality score0.984
License classStandard Commercial
Latency p9542s end-to-end
Schema version3.2.0
Zero-price line handlingBundle components flagged & rolled to parent item (bundle_component_flag)
Modifier captureLine-level, with parent linkage

Compliance & provenance

Institutional diligence pack

Data sourceConsented POS feeds from independent operators (first-party)
PII / card dataNone — no PAN, no PII, no household linkage
MNPI stanceNo MNPI — aggregated panel signal only
CCPA / GDPRAligned — DPA available
SOC 2Type II (current report on request)
Audit logImmutable, 7-year retention
Panel representativenessWeighted to Census CBP + NACS universe by region & channel
Vendor onboardingDiligence pack pre-built (DDQ, SIG-Lite, security review)

Mapping confidence & methodology

Per-field confidence distributions and method mix · Trailing 7 days · Jun 1–Jun 7, 2026

Category

mean 94

Brand

mean 86

Commodity

mean 91

Method mix per field

Category mapping71% reg · 23% LLM · 6% manual
Brand mapping58% reg · 34% LLM · 8% manual
Commodity mapping64% reg · 29% LLM · 7% manual

All sub-threshold mappings (<70 confidence) routed to human review before release. Review status published per row in the feed.

Source-system diversity

Multi-source ingestion — no single-vendor dependency · Trailing 7 days · Jun 1–Jun 7, 2026

No single POS or ordering source exceeds 35% of panel ingestion volume.

Request trial access

14-day evaluation against the live feed. Includes Snowflake Share or S3 drop, sandbox API key, and a 30-min walkthrough with the data team.

Evaluation Access

Download sample dataset + data dictionary

Full schema (v3.2), 28 days of de-identified panel transactions, recipe-level commodity decomposition, and the futures-mapping crosswalk. Delivered by email within minutes.