Purchase intelligence

From transactions to item-level intelligence.

Merchant-level data tells you where. Airyvl helps determine what was purchased. Receipts provide truth. Transactions provide continuity. Airyvl connects the two.

Demo data

Confidence tiers

VerifiedBacked by a receipt or a direct item-level source.

High confidence84%Predicted from transaction signals — 75% or above.

Medium confidence62%Predicted from transaction signals — 50–74%.

Insufficient evidence31%Airyvl abstains rather than guessing a basket.

Receipt ↔ transaction matching

Illustrative

The receipt provides verified item-level ground truth for the connected transaction.

Connected transaction

Green Market

$72.48 · Aug 17, 2026

Uploaded receipt

Green Market

$72.48 · Aug 17, 2026

Airyvl match

Confidence: High

Merchant name normalized match · Exact total match · Same calendar date

Matched — verified items

Greek Yogurt — Verified Protein Bars — Verified Sparkling Water — Verified Fresh Berries — Verified

When matching is ambiguous

Illustrative

Airyvl asks the customer to confirm rather than guessing.

Uploaded receipt

Sporting Goods Store

$84.27 · Aug 18, 2026

We found more than one possible match.

Two connected transactions are within the amount and date tolerance.

Sporting Goods Store #221

$84.27 · Aug 18, 2026

Confirm

Sporting Goods Store #418

$84.27 · Aug 17, 2026

Confirm

Verified purchase data improves Airyvl’s ability to interpret merchant-level transactions when item-level data is not directly available.

See how Airyvl learns

Source

Category

Merchant

Item

Date range

Min confidence — 0%

Customer	Merchant	Transaction	Item intelligence	Evidence	Confidence	Date
Maya Reynolds	Sporting Goods	$84.27	Running Shoes	High confidence	82%	Aug 18, 2026
Maya Reynolds	Green Market	$72.48	Greek Yogurt	Verified	100%	Aug 17, 2026
Maya Reynolds	Green Market	$72.48	Protein Bars	Verified	100%	Aug 17, 2026
Dev Anand	Outdoor Outfitters	$61.10	Trail Running Socks	High confidence	77%	Aug 12, 2026
Lena Okafor	Bean & Barrel	$18.90	Cold Brew Concentrate	Verified	100%	Aug 16, 2026
Tomas Berger	Sportline	$118.40	Compression Tights	Medium confidence	69%	Aug 15, 2026
Priya Nair	Meridian Air	$412.00	Domestic Airfare	High confidence	91%	Aug 14, 2026
Priya Nair	Harvest Table	$96.20	Tasting Menu (2)	Verified	100%	Aug 13, 2026
Maya Reynolds	Green Market	$72.48	Fresh Berries	Verified	100%	Aug 17, 2026
Dev Anand	Sporting Goods	$149.99	Running Shoes	High confidence	86%	Aug 8, 2026

10 of 10 demo observations shown. Click a row for the underlying signal and evidence.