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Is hardship referral just another eligibility classification task?

Referral identifies the need for specialised review, while eligibility decisions may require different evidence, authority and policy steps within the receiving process.

**Is referral equivalent to deciding that a customer qualifies for assistance?**

No. A frontline role may have enough information to offer a referral without having authority to approve assistance. In healthcare administration, a billing officer can recognise difficulty paying an invoice and connect the customer with a financial assistance team. That does not establish entitlement to a fee reduction.

**Why does this distinction matter for training?**

A model may learn a shortcut from sympathetic language to an approval statement. That shortcut skips the receiving team’s evidence requirements and decision process. The task needs to reward an appropriate referral while treating unsupported approval language as a separate error.

**What could a task pack make explicit?**

It could provide a role permission matrix, a referral threshold and a separate specialist assessment policy. Some cases can satisfy the referral threshold while leaving eligibility unresolved. Others can require a simple billing correction without entering the specialised process.

The buyer can then inspect whether the model distinguishes recognising a support need, obtaining the required agreement and making a substantive assistance decision.

Separate routing competence from decision authority so models learn where their operational responsibility ends.

Audience:
Model labs
Content type:
FAQ
Buyer question:
What it is and why it matters

Content release: r-a220eb6e099b243b

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