Use this route when
You need a repeatable way to prepare an inquiry for human review without turning a language model into a counselor or decision-maker.
Occupation Start Here bridge / no data collected
If buyer, offer, or approval rules are unclear, go back to the core route.
This occupation manual is for specialist execution decisions. If the basic business route is not visible yet, choose the first manual and build the seven-day local worksheet pack before asking AI to prepare debt, budget, credit-report, counseling, enrollment, payment, creditor, bankruptcy, legal, or client-message work.
01 · RouteFind the first manualChoose the stuck point and get the next worksheet question.02 · PackMake the local artifactBuild buyer, offer, stack, agent, content, customer, and delivery files.03 · SequenceOpen the field manualsReturn to buyer → pain → offer → stack → agents → content → customers → delivery.04 · SafetyScope one AI jobOnly after workflow, inputs, proof loop, and human approval gate are clear.
Local bridge only. No question is submitted anywhere; no form, email capture, checkout, account, tracking field, outreach, deployment, or live-system action is connected by this bridge.
Reviewed: 2026-07-18 · Educational workflow; jurisdiction and professional review required.
Short answer: use AI only to organize approved synthetic or minimum-necessary intake facts, identify missing information, and draft neutral reviewer questions. A qualified human must determine scope, give any individualized debt or credit guidance, interpret bankruptcy or legal issues, choose a service, contact creditors, enroll a person, collect fees, or move money.
Who this is for—and when to stop
Stop immediately when
The request asks for a recommendation, a repayment path, a credit conclusion, bankruptcy/legal interpretation, creditor contact, enrollment, payment, fee, disclosure, marketing promise, or account action.
The six-step field route
Confirm purpose and authority
Name the organization, jurisdiction, service, reviewer, permitted preparation task, and approved system. Do not assume a nonprofit label or generic credential answers those questions.
Output: authority receipt
Minimize the input
Start with a synthetic drill. For any future approved use, use the minimum necessary information and keep sensitive identifiers, reports, credentials, account data, and documents out of unapproved AI systems.
Output: data-class receipt
Classify the request without deciding it
Record the requester’s words and source. Flag possible budget, debt, mortgage, bankruptcy, student-aid, consumer-protection, privacy, or crisis routes without assigning a conclusion.
Output: issue-routing card
Generate only neutral preparation
Ask AI for a fact inventory, missing-field list, contradictions, and reviewer questions. Do not ask it what a person should do or which program fits.
Output: review packet draft
Run the protected-action check
Separate drafting from advice, recommendation, service selection, provider referral, marketing, disclosure, creditor communication, enrollment, payment, or record change. Every protected action remains blocked.
Output: stop-and-escalate list
Hand off to a named human
Keep the source, version, assumptions, unresolved items, and data-handling note with the packet. The qualified human decides whether there is a permitted next step.
Output: human-review record
Agent roles: narrow jobs, visible locks
| Role | AI may prepare | Human-only authority |
|---|---|---|
| Intake clerk | Fact inventory, source labels, missing-field list | Data collection scope and whether a record may be opened |
| Boundary checker | Stop-trigger list and route labels | Advice, legal/bankruptcy interpretation, eligibility, and service selection |
| Review-packet clerk | Neutral questions and versioned draft | Any client, creditor, provider, or public communication |
| Evidence clerk | Source/version record and unresolved-issue list | Enrollment, fee, disclosure, referral, payment, filing, or account change |
Safe preparation versus approval-required work
Safe only with approved inputs
- organize supplied synthetic facts
- compare fields and flag contradictions
- draft a neutral missing-information list
- create reviewer questions and a source ledger
- prepare a fictional training handoff
Approval / qualified review required
- individualized financial, debt, credit, or budget guidance
- bankruptcy or legal interpretation
- recommendation, service selection, or provider referral
- credit report, account, creditor, enrollment, payment, fee, disclosure, or filing work
- real-data use, vendor/tool approval, message, marketing, or public action
Common failure modes
“Summarize the best option”
A model can convert facts into an implied recommendation. Replace it with a neutral inventory and reviewer questions.
“The tool is private, so upload it”
Privacy, retention, vendor, contract, and jurisdiction requirements still need exact human approval. Start synthetic.
“Approved list means recommended”
A federal program list is purpose-specific. It is not a universal quality or suitability endorsement.
“It only drafted a message”
A draft may create a regulated claim, an implied promise, or a client communication. Keep it behind review and send nothing.
Run the worksheet before choosing a tool
Use the Credit Counselor AI Intake & Escalation Desk with a fictional caller asking whether to stop paying a credit-card bill and whether bankruptcy or a debt-management plan is better. The correct output is a stop record and a handoff—not an answer.
Act as an intake-preparation clerk, not a credit counselor, debt adviser, lawyer, bankruptcy adviser, creditor negotiator, enrollment specialist, payment processor, sender, or decision-maker. Using only approved synthetic or de-identified facts, produce a fact inventory, missing-field list, neutral reviewer questions, and a stop list. Do not infer a debt path, credit outcome, eligibility, service recommendation, or individualized action.
Primary sources
O*NET: Credit CounselorsOccupation scope and task context.CFPB: What is credit counseling?Consumer-facing role and service context.CFPB: Credit counseling versus other debt servicesImportant consumer-protection distinction.U.S. Trustee Program: Credit counseling and debtor educationFederal bankruptcy-program boundaries.FTC: Debt Relief Services & the Telemarketing Sales RuleFact-dependent claims, disclosures, and fee restrictions.NIST: AI RMF human-AI interactionDefined human roles and oversight.
Related guides
Continue with the Banking, Mortgage & Credit AI Guide Shop for adjacent regulated routes; the Accountants and Bookkeepers workflow for document discipline; and the Agent Workflow Builder for least-privilege design. Validate every destination and the proposed Personal Financial Advisor link before integration because that guide remains private.