Ario (ariodata.com)

Ario (ariodata.com) — Consent-linked, SKU-level cross-retailer household purchase panel: full itemized order histories (product, brand, variant, size, price, quantity, retailer, order date) volunteered by opted-in consumers who link their retail and email accounts, joinable to self-declared loyalty and survey responses. The delivered artifact here is a 24-month, eight-state cohort study splitting the panel into loyal vs. non-loyal households and computing category share-of-wallet, penetration, order cadence and average order value.. Small but high-value: ~26 people, angel-backed, Palo Alto, f…

Ario (ariodata.com) offers (Alternative, Sentiment, Geospatial) — Report slice: 106 households × ~78-108 orders/household/year × 24 months ≈ 25-30K orders, each with multiple SKU line items, across 12+ categories. Platform-wide: purchase volume described publicly on the order of ~$250M of verified transactions, i.e. plausibly millions of SKU line items across multiple retailers with 12-month+ look-back per linked account.

Retail and CPG share-of-wallet and competitive conquesting models; retailer loyalty-economics, churn and leakage models (grocery, pharmacy, beauty, pet); demand-side validation of retail equity theses (grocers, marketplaces, membership retail, e-commerce mix); pricing and promotional-elasticity and private-label switch studies; audience-segment and propensity features for retail-media networks; ground-truth evaluation and fine-tuning sets for consumer-behavior reasoning and survey-augmentation agents (say-do alignment, digital-twin simulation calibration).

The data is with 3 years of history.

Coverage spans US; Supermarkets, Broadline Retail, Market Research; alternative, sentiment, geospatial; equities.