From the Health & Human Services edition of October 30, 2026
Indiana child welfare adviser vets AI for paperwork, staffing forecasts and kinship searches, ruling out AI determinations
Indiana Capital Chronicle; Gov. Mike Braun's special advisor on abuse and neglect, Adam Krupp (former Indiana DCS director) · Child welfare · Indiana, United States
- Publisher
- Indiana Capital Chronicle
- Original publication
- 2026-10-27
- Source retrieved
- 2026-10-31
What happened
Adam Krupp, who left the Indiana DCS director post in April for a special advisor role to Gov. Mike Braun on abuse and neglect, is completing a comprehensive evaluation of the state's child welfare system and has been vetting AI's cost, implementation timelines and uses. He said AI should not make child welfare determinations but could reduce paperwork and data entry, forecast staffing from caseload trends, and mine large case files for possible kinship placements, a search he said can take a case manager about a week but AI 60 seconds.
Why it matters
A state child welfare system is likely to receive formal AI recommendations in an upcoming assessment, framed around administrative relief and kinship search rather than risk scoring.
Evidence and measured results
News report based on an interview and weekly status reports. The kinship-search time comparison is the adviser's claim, not a measured result. No tool, vendor or pilot is named.
Limitations and uncertainty
Plans and opinions, not deployments; the assessment report is not yet published; claims are unquantified apart from an anecdotal time comparison.
Put this evidence to work
Lighthouse Advisory interpretation, grounded in this source. Enriched 2026-10-30; this does not change the original publication date. Each role follows the same checklist so takeaways compare across sources.
Sales
Role takeaway
- Customer problem
- Caseworkers spend days combing long case files for possible kinship placements and lose field time to paperwork and data entry.
- Stakeholders
- DCS director and deputy for permanency
- Caseworker supervisors
- DCS IT and data teams
- Agency legal counsel
- Governor's office
- Discovery questions
- How long does a kinship search take today, measured?
- Which case management system holds the notes, and how structured are they?
- What uses has the assessment recommended?
- What review is required before contacting a possible relative?
- Value hypothesis
- Bounded hypothesis: AI-assisted case file search could shorten time to identify potential kin, subject to caseworker verification and a measured baseline.
- Potential engagement
- A scoped pilot design for AI-assisted kinship lead identification on a limited set of cases, including baseline time measurement and accuracy review.
- Unsupported claims
- That AI finds kin in 60 seconds as a measured result
- That AI should make placement or safety decisions
- Any savings or outcome improvements
Pre-sales engineering
Role takeaway
- Fit
- Fits retrieval and extraction over unstructured child welfare case notes; not a decision tool.
- Architecture and integration
- Index case notes from the case management system, run entity and relationship extraction, and return cited leads into the caseworker workflow.
- Prerequisites
- Access to historical case notes
- Role-based access aligned to case assignment
- Ground truth from past kinship placements
- Constraints
- Confidentiality laws for child welfare records
- Name ambiguity and data quality
- No tool or vendor selected yet
- Security
- Restrict queries to assigned cases, log every search, and keep data within approved government cloud boundaries.
- Proof of value
- Recall of known kin on closed cases
- Time to first verified lead versus baseline
- False-lead rate reviewed by supervisors
Delivery
Role takeaway
- Work
- Pilot kinship-lead search on closed cases, then on a small number of active cases with supervisor review.
- Dependencies
- Assessment recommendations
- DCS legal approval
- Case management data access
- Caseworker participation
- Ownership
- Indiana DCS permanency and practice leadership, with DCS IT as technical owner.
- Skills and adoption
- Caseworkers need training on verifying AI-surfaced leads and on the limits of extraction from old notes.
- Governance checkpoints
- Legal review of data use
- Supervisor approval before relative contact
- Post-pilot accuracy and equity review
- Acceptance criteria
- Measured reduction in time to first verified lead against baseline
- Every lead cites its source note
- No AI output used as a placement decision
- Risks
- Missed or wrong relatives
- Privacy breach of case files
- Scope creep toward risk scoring
Implementation considerations
Lighthouse Advisory interpretation across the operating dimensions a public-sector buyer must settle before this evidence becomes a design. Each note answers the question under its heading for this specific source.
Architecture and integration
What must connect, and where does the AI sit in the workflow?
Kinship search across years of unstructured case notes needs retrieval and entity extraction over the case management system, with strict access controls.
Governance
Who approves, reviews and stays accountable for outcomes?
Explicitly excluding AI from determinations is a useful boundary, but kinship identification still affects placement decisions and needs human verification and audit.
Security and privacy
What data, permissions and controls need testing?
Case files contain highly sensitive child and family data; mining them for names requires role-based access, logging and data minimization.
Accessibility and workforce
Who is affected, and what skills or accommodations follow?
Framed as returning caseworker time to families; workforce forecasting could affect staffing decisions and should be shared with staff.
Procurement
What should contracts, pricing and exit terms secure?
Any procurement should follow the published assessment and specify that tools support, not make, determinations.
Operating model
Which teams own the service once it runs?
AI-assisted search would add a verification step to permanency practice and require supervisors to own lead quality.
Publication history
- 2026-10-30Health & Human Services · Issue 024 resources
Stable resource ID: indiana-dcs-adviser-ai-kinship-search-paperwork-20261027