AIRYVL

How Airyvl learns

Receipts provide truth. Transactions provide continuity.

Embedded customer intelligence infrastructure that uses permissioned transaction signals and verified purchase data to create item-level intelligence and activate it inside enterprise CRM.

Illustrative demo data

Receipts provide verified item-level ground truth. Connected transactions provide continuity. Airyvl uses both to build persistent purchase intelligence when a receipt is not available.

ATransaction observed

Sporting Goods Store

$84.27

Source: Connected transaction

Status: Merchant-level only

BReceipt shared
Running ShoesVerified
Athletic SocksVerified
Water BottleVerified
CVerified training signal
Verified ground truth
Merchant · MCCSporting Goods · 5941
Amount band$80–$100
Verified basketShoes · Socks · Bottle

Airyvl stores the matched relationship between the transaction metadata and the verified basket.

DLater transaction — no receipt

Sporting Goods Store

$91.18

Source: Connected transaction

Status: No receipt submitted

EAiryvl prediction
Running ShoesHigh confidence84%
Athletic SocksMedium confidence69%
Water BottleInsufficient evidence42%

When evidence is weak, Airyvl returns insufficient evidence instead of a guess.

Receipts provide truth·Transactions provide continuity·Airyvl connects the two

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.

Confidence improves with evidence

Confidence improves with verified history and network-level training data — not after a fixed number of receipts.

EarlyDevelopingStronger evidence
  • The customer's own verified purchase history
  • Merchant and category patterns
  • Transaction amount and timing
  • Similar verified transactions across the network
  • Product affinities
  • Repeat purchase behaviour

CRM attributes produced

The no-receipt transaction still produces usable enterprise attributes.

Top Product AffinityRunning / Fitness
Likely External ItemRunning Shoes
EvidencePredicted
Confidence84%
Last Verified External ItemAthletic Socks

Gold customers likely buying running footwear elsewhere

3,128

Condition: Prediction confidence ≥ 75% OR receipt verified

Send to CRMOpen audience builder

Conceptual investor visualization using demo data. Production models are trained on aggregated verified outcomes over time, not instantly from a single customer event.