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Soft pull and hard pull are not two settings
Treating inquiry type as a toggle hides the four things that actually differ between a qualification flow and an origination flow.
Notes from underneath the credit decision.
Notes on building credit, identity, and decisioning infrastructure, written for the risk, product, and engineering teams who have to operate it.
Consent records that survive a vendor review
A consent checkbox proves someone clicked. A consent record proves what they were shown, when, and which inquiry it authorized.
Decision rules your operations team can explain
A policy that only the model owner understands becomes a queue nobody can clear. Explainability is an operational requirement before it is a regulatory one.
Resolve identity before you price risk
Running identity checks after the credit pull inverts the cost of being wrong. The cheapest exception is the one caught before any downstream system has acted.
Webhook consumers that do not lose events
Four properties every webhook endpoint needs: verify, acknowledge fast, deduplicate, and tolerate reordering, with the failure each one prevents.
The months between credit decisions
Most lending products are silent for the eleven months between applications. That silence is where the relationship is actually decided.
What to test in a credit sandbox
Happy-path sandbox testing certifies the least likely outcome. A short list of the states worth exercising before a production cutover.
Build the next credit experience
Make the complex feel inevitable.
Bring prequalification, credit decisioning, and consumer engagement into one considered platform conversation.