Use case: Professional & Workplace Communication
Instruction type: Conditional
Prompt style: Rambling/Stream-of-Consciousness

Prompt:
So I work for a job training program and we often refer people out to cbos to get rental assistance. But 4 out of 5 of the cbos announced that for the next 5 months they will no longer be accepting referrals for this service. The one left is now looking for us to put the people we're referring to them in categories so they can better pick and choose who to help. 

Sample Clients:

Gerry H.
Behind on 2 months of rent. No previous evictions. Unemployed. Request sent in: 03/12/2025
3 children: 1F, 6M, 17M
Age: 47

Marianne F.
34, no children, no evictions, living in car, request sent 4/22/2025. 

Bobby C.
Behind 1 month on rent. 1 previous eviction. 0 children. 20. Request sent: 06/29/2025

Tammy F.
Behind 8 months on rent. 0 children. 32. Request sent: 6/29/2025

Damian G.
Not behind on rent yet. 2 children, 17M 17F. Request sent: 1/22/2025

Tally
0: No risk, do not refer
1-3: Low risk
4-8 - Medium risk
9+ - High risk

This really sucks. Anyways, no that means my job is to let the social work team know. The CBO gave me a set of rules and some example clients, and I need to sort the clients in the correct categories, and explain, in no more than 3 paragraphs, why I sorted which client where. I'd like to know how much each person tallies. The email needs to include the rules in bullet points at the end, too.

Rules:
- Clients >64 or <22, +2
- Clients with children under 18, or clients who are pregnant, or cohabitation with pregnant partner, +3 + 1 for every child under 16.
- Client employed but waiting for first pay check +1
- Client behind on rent 1 month, +1, +1 for every month up to 3, then add +2 per month.
- Client disabled, +2
- Client Previous History of Eviction, +2
- Month Assistance Requested: November, December, January, February, March, +2
- Month Assistance Requested: July, +1
- If a client is actively homeless, put in high-risk regardless.

Evaluation criteria:
The response should state that the tally for Gerry H. is 9.
The response should categorize Gerry H. as High Risk.
The response should place Marianne F. in High Risk.
The response should put the list of rules in bullet points.
The response should place Bobby C. in Medium Risk.
The response should mention that the tally for Bobby C. is 5.
The response should mention that Tammy F.'s numeric tally is 13.
The response should categorize Tammy F. as High Risk.
The response should mention that Damian G.'s numeric tally is 5.
The response should categorize Damian G. as Medium Risk.
The response should state that Marianne F.'s numeric tally is 0.
The response should be in the form of an email. For example, with a title, a salutation, and a greeting.
The response should include no more than 3 body paragraphs of explanations, not including the rules, and excluding bulleted lists or tables.
The response should include the rules in the email: 
Rules:
- Clients >64 or <22, +2
- Clients with children under 18, or clients who are pregnant, or cohabitation with pregnant partner, +3 + 1 for every child under 16.
- Client employed but waiting for first pay check +1
- Client behind on rent 1 month, +1, +1 for every month up to 3, then add +2 per month.
- Client disabled, +2
- Client Previous History of Eviction, +2
- Month Assistance Requested: November, December, January, February, March, +2
- Month Assistance Requested: July, +1
- If a client is actively homeless, put in high-risk regardless.
The response should attempt to explain why each sample client was sorted in each category using their circumstances. For example, Gerry H. is behind on two months of rent, sent their request in March, and have three children - two under the age of 16.  Marianne F. is homeless.  Tammy F. is 8 months behind on rent.  Bobby C. is under 22 and has previous eviction history.  Damian G. sent their request in January and has 2 kids under 18 years old.
The response should place the rules at the end of the email.
The response should address the email to the social work team.