Resource Research & Referrals with AI

Connecting clients to community resources is the heart of case management. The bottleneck is research: scrolling through 211 directories, calling six agencies to verify wait times, and double-checking eligibility criteria you read once but can't remember. AI cuts that research from 45 minutes to 8.

What You'll Learn

• How to use Perplexity and ChatGPT for fast, accurate community resource research
• A reusable prompt structure for resource lookups
• How to draft warm handoff and referral letters in 90 seconds
• The verification step that protects your clients from outdated information

Why Resource Research Is the Right AI Use Case

Resource lookups are repetitive, fact-based, and rarely involve PHI. You can ask AI freely without identifier-stripping concerns most of the time. The work is also high-volume — most case-managing social workers do 5-15 referrals a week.

Perplexity vs. ChatGPT for Resource Research

Use Perplexity when:

• You need current information (waitlist times, today's hours, current eligibility limits)
• You need cited sources you can hand to a client
• You're looking for resources in a specific zip code or county

Use ChatGPT or Claude when:

• You're brainstorming categories of resources to consider
• You're drafting the referral letter itself
• You're rewriting eligibility rules in plain language

The two tools complement each other. Many social workers run a Perplexity search to find the resource, then paste the results into Claude to draft the referral letter.

A Reusable Resource-Lookup Prompt

Act as a community case manager. I am looking for [type of resource] in [city/zip code]. List up to 8 options. For each, include: name, address, phone, eligibility, hours, and known wait time. Cite the source URL for each. Flag any resource that may have outdated information.

Use that exact format in Perplexity. The cited sources let you click through to verify and to give the client a screenshot or URL.

Examples That Save Real Time

Food security

Find emergency food pantries in zip code 19140 (Philadelphia) that serve clients without ID. Include hours, eligibility, and any known restrictions for the next 7 days. Cite source URLs.

Substance use treatment

Find Medicaid-accepting outpatient substance use treatment programs (level 1.0 or 2.1 ASAM) within 15 miles of zip code 60629 (Chicago). Include intake process, average waitlist, and current intake hours. Cite sources.

Housing

Find rapid rehousing or transitional housing programs in Travis County, TX accepting single fathers with children. Include eligibility, application process, and current waitlist length. Cite sources.

Immigration legal aid

Find free or sliding-scale immigration legal aid serving Spanish-speaking families in San Diego County, CA. Include the immigration matters they handle (asylum, U-visa, family petition), intake process, and current capacity. Cite sources.

Behavioral health for children

Find Medi-Cal accepting child therapists who treat trauma in children ages 7-12 in zip code 95116 (San Jose, CA). Include modality (TF-CBT, PCIT, etc.), language capacity, and current waitlist. Cite sources.

Verification Is Non-Negotiable

AI — including Perplexity — sometimes presents outdated or partially incorrect information. Always call to verify before referring a client. The verification call takes 90 seconds; the cost of a client showing up to a closed program is much higher.

When you call, ask:

• "Are you accepting new clients?"
• "What's your current wait time?"
• "What insurance/payment do you accept?"
• "What documents does the client need to bring?"

If the resource confirms, save it to your personal directory (a simple spreadsheet works) so the next worker — or you, in three weeks — doesn't repeat the lookup.

Drafting Warm Handoff Communications

Once you've identified and verified the resource, you often need to send a referral letter or warm-handoff email. Use this prompt:

Draft a warm-handoff referral email from a community social worker to [name of program] regarding a client interested in [type of service]. Keep the email under 150 words. Include: brief client need (1 sentence, no identifying details), why this program is a good fit, the client's preferred contact method, and a polite request for next steps and any current paperwork the client should complete in advance.

Paste the result into your email client, add the verified contact information, send. Total time from need to sent referral: about 4 minutes.

Drafting a Resource Handout for the Client

Many clients want a printed handout listing 3-4 resources. Use this prompt:

Format the following resource list into a 1-page handout for a client. Use plain language at a 5th-grade reading level, with each resource as a separate section: name, what they do, who they serve, address, phone, hours, what to bring. Add a friendly intro sentence and a single sentence at the end inviting the client to call me with questions. Resources: [paste your verified list]

Print, hand to client, document the referral in your case note. Done.

Building a Personal Resource Library

Each verified resource you find is a small asset. Save it. Many social workers maintain a private spreadsheet with these columns: Resource Name, Service Category, Eligibility, Current Status, Last Verified Date, Notes. After three months, your personal library will rival your agency's official resource directory — and be more current.

Common Pitfalls

• Skipping the verification call — outdated AI results lead to client frustration
• Asking AI for resources in too broad a geography (city-wide instead of by zip code) — quality drops
• Forgetting language match — always specify the language(s) the client speaks
• Pasting client identifying information into the resource search — this isn't necessary; describe the category of need, not the specific client

Key Takeaways

• Use Perplexity for cited, current resource research and ChatGPT/Claude for referral letter drafting
• A reusable lookup prompt gets you 8 vetted resources in under 2 minutes
• Always verify with a 90-second phone call before referring
• Build a personal verified-resource library so research effort compounds over time
• Describe the category of client need, not the individual — keep referrals identifier-free