Business function

AI use cases for case management

The most documented AI use cases for case management are intelligent document processing, civil servant drafting copilot and case file summarization, across 184 public deployments by 165 organizations. Handling applications, complaints, inspections and other multi step cases with decisions and records.

Use cases
28
Deployments
184
Organizations
165
Outcome disclosed
54%

The 10 most common AI use cases for case management

Ranked by the number of organizations with a public deployment, as of 11 November 2026.

  1. 1
    AI document intelligence for unstructured forms and documents

    Intelligent document processing is AI that takes documents in any format, such as scanned forms, PDFs, photos, emails and handwritten notes, and splits, classifies and extracts the required fields.

    15 organizations
    75% median cycle time reduction
    7 deployments
  2. 2
    AI drafting copilot for civil servants for correspondence, briefings and ministerial replies

    A civil servant drafting copilot is a generative AI assistant that drafts replies to correspondence from the public and elected representatives, briefings, submissions and summaries for civil servants.

    11 organizations
    80% productivity gain
    one deployment, organization claim
  3. 3
    AI for court and case file summarization

    AI case file summarization is AI that condenses court filings, case files, evidence recordings and earlier decisions into structured summaries for judges, prosecutors, tribunal staff and government lawyers.

    10 organizations
    at least 90% accuracy
    one deployment, organization claim
  4. 4
    AI for permit and license application processing

    Permit and license application processing is AI that helps applicants submit complete applications and helps officers process them.

    10 organizations
    at least 85% accuracy
    one deployment, organization claim
  5. 5
    AI for risk based inspection prioritization in food safety, workplace and environmental regulation

    Inspection prioritization is AI that predicts which premises, operators or activities are most likely to be non compliant, to target inspectors' visits where the risk is highest.

    10 organizations
  6. 6
    AI for inbound correspondence triage and routing

    AI correspondence triage and routing is AI that sorts inbound letters, emails, uploads and secure messages before anyone answers them, so each one reaches the right team.

    9 organizations
    91% median accuracy
    3 deployments
  7. 7
    AI agent for complaints recognition, investigation and response

    An AI agent that recognizes, investigates and drafts a response to a customer complaint for a human handler to approve.

    8 organizations
    about 7 minutes time saved per task
    one deployment, vendor claim
  8. 8
    AI for pharmacovigilance adverse event case intake

    AI for pharmacovigilance adverse event case intake is AI that takes in adverse event reports about medicines, vaccines and devices for drug safety teams.

    8 organizations
    23.3% handling time reduction
    one deployment, organization claim
  9. 9
    AI support for property valuation and appraisal

    AI property valuation support, most often an automated valuation model, estimates a property's market value from comparable sales, characteristics and location data.

    8 organizations
  10. 10
    AI assistant for benefits eligibility questions and applications

    A benefits eligibility and application assistant is an AI assistant that helps people see which public benefits and grants may apply to them and explains the rules in plain language.

    7 organizations
    97% accuracy
    one deployment, organization claim

28 Case management use cases

165 organizations in 28 countries run these use cases in public. 54% of those 184 deployments disclose a measurable outcome.

Cross industryBanking

AI agent for complaints recognition, investigation and response

An AI agent that recognizes, investigates and drafts a response to a customer complaint for a human handler to approve. It logs the complaint against the regulatory definition, classifies its root cause and severity, gathers the evidence, drafts the acknowledgement and the response, and tracks every statutory deadline until the case is closed.

Deployments
8 public, best grade B
Reported time saved per task
about 7 minutes
Yorkshire Building Society, vendor claim
Telecommunications

AI agent for telecom bill explanation and billing disputes

A bill explanation and billing dispute agent is an AI agent that explains a customer's telecom bill line by line and answers why a charge changed or appeared. It works in plain language on any channel, corrects clear errors within set limits, and opens a billing dispute with the evidence attached when a human has to decide.

Deployments
4 public, best grade B
Reported first contact resolution
60%
Vodafone, organization claim
Government and public sector

AI assistant for benefits eligibility questions and applications

A benefits eligibility and application assistant is an AI assistant that helps people see which public benefits and grants may apply to them and explains the rules in plain language. It also explains the required documents, guides the person through the application and checks it for completeness, while the eligibility decision stays with the agency's rules and caseworkers.

Deployments
7 public, best grade B
Reported accuracy
97%
Department for Work and Pensions, organization claim
Technology and softwareMedia and entertainment

AI content moderation for trust and safety at online platforms

AI content moderation for trust and safety scans user generated content, such as live video, images, chat and audio, against an online platform's policy in real time. It removes or hides the clearest violations and routes borderline cases to a human moderator with its reasoning attached, so the platform can review far more content than a human team alone while keeping irreversible decisions with a person.

Deployments
4 public, best grade C
Autonomy
Supervised agent
BankingPayments and cards

AI copilot for SAR and STR narrative drafting

SAR and STR drafting is generative AI that writes the narrative of a suspicious activity or transaction report from the investigation file, with every fact linked to its source record. It covers who, what, when, where, why and how, case by case, so the investigator verifies, edits and files instead of starting from a blank page, unlike the periodic data returns of regulatory reporting.

Deployments
4 public, best grade B
Autonomy
Copilot
Cross industryGovernment and public sector

AI document intelligence for unstructured forms and documents

Intelligent document processing is AI that takes documents in any format, such as scanned forms, PDFs, photos, emails and handwritten notes, and splits, classifies and extracts the required fields. Each field gets a confidence score, is validated against business rules and source systems, and only the uncertain cases go to a person before the data enters the downstream process.

Deployments
15 public, best grade B
Median cycle time reduction
75%
7 deployments
Government and public sector

AI drafting copilot for civil servants for correspondence, briefings and ministerial replies

A civil servant drafting copilot is a generative AI assistant that drafts replies to correspondence from the public and elected representatives, briefings, submissions and summaries for civil servants. It is grounded in the department's approved lines, policy documents and case data, with the official editing and approving every word before it is sent or cleared.

Deployments
11 public, best grade A
Reported productivity gain
80%
Federal Emergency Management Agency, organization claim
Government and public sector

AI drafting of social work case notes and assessments

AI case note drafting for social workers is a generative AI tool, often built on speech to text, that turns a visit or assessment account into a first draft. That account can be a recorded conversation or the worker's own dictated or typed prompt, and the draft matches the case note or statutory assessment format the record needs. The social worker checks, corrects and signs it before it joins the record.

Deployments
5 public, best grade B
Reported productivity gain
46%
Somerset Council, organization claim
Government and public sector

AI for benefit fraud and error detection in social security

Benefit fraud and error detection uses risk models that help a social security or benefits agency decide which claims, payments and recipients to check for fraud or error. Caseworkers then verify the riskiest cases first, while every decision on entitlement stays with a person and the model is tested for fairness before and during use.

Deployments
5 public, best grade B
Reported detection improvement
2.5x
Department for Work and Pensions, organization claim
Government and public sector

AI for court and case file summarization

AI case file summarization is AI that condenses court filings, case files, evidence recordings and earlier decisions into structured summaries for judges, prosecutors, tribunal staff and government lawyers. It also produces chronologies and draft case reports with references to the source pages, so they find what matters faster while the person responsible reads the underlying material and makes every legal judgment.

Deployments
10 public, best grade B
Reported accuracy
at least 90%
Oman Public Prosecution, organization claim
Government and public sectorLogistics and transportation

AI for customs risk targeting, container selection and valuation checks

AI customs risk targeting and container selection is machine learning that scores every import or export declaration for the risk it carries contraband, is misclassified or is undervalued. A customs administration sends physical inspection, scanning and detailed review only to the small share of containers, vehicles and parcels that need it; the rest clear without an officer touching them, and an officer reviews and acts on every high risk alert.

Deployments
6 public, best grade B
Reported detection improvement
up to 8x
Korea Customs Service, organization claim
Cross industryProfessional services

AI for eDiscovery and disclosure document review

AI for eDiscovery and disclosure document review sorts, prioritizes and codes large collections of emails, chats and files for relevance, issues and legal privilege. It works across litigation, investigations and regulatory requests, so lawyers review the documents most likely to matter and can show the court how the rest were handled.

Deployments
5 public, best grade B
Reported cycle time reduction
85%
Purpose Legal, vendor claim
Government and public sector

AI for freedom of information request processing

AI for freedom of information request processing is AI that helps a public body handle freedom of information and open government requests. It logs and clarifies requests, spots duplicates, searches and deduplicates the records in scope, proposes redactions with the applicable exemption, and drafts the response letter, with an FOI officer deciding what is released.

Deployments
7 public, best grade B
Reported accuracy
98%
U.S. Food and Drug Administration, organization claim
InsuranceHealthcare

AI for health insurance prior authorization and claims adjudication support

AI for health insurance prior authorization and claims adjudication reads prior authorization requests, medical claims and appeals, and prepares a summary and recommendation for a clinician or adjudicator. It works from the clinical and billing documents attached to each case, extracts diagnoses, treatments and costs, and checks them against the policy and published clinical criteria, while the clinician or adjudicator makes every adverse decision.

Deployments
6 public, best grade B
Median handling time reduction, vendor reported
50%
3 deployments
Government and public sector

AI for immigration and visa applications, from applicant questions to case preparation

An immigration and visa application assistant is AI that helps applicants understand visa requirements and submit complete applications, and helps immigration staff prepare cases. It extracts form data, classifies evidence, routes applications and supports interviews, while every grant or refusal is decided by an officer against the immigration rules.

Deployments
7 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for inbound correspondence triage and routing

AI correspondence triage and routing is AI that sorts inbound letters, emails, uploads and secure messages before anyone answers them, so each one reaches the right team. It brings everything into one intake, identifies what each item is, extracts the key fields, links it to the right customer and account, sets priority and routes it to the right workflow, replacing the manual sorting desk.

Deployments
9 public, best grade B
Median accuracy
91%
3 deployments
Government and public sector

AI for non emergency service requests and 311 routing

AI non emergency service request routing is an agent on a city's 311 style phone, chat and messaging channels that answers routine municipal questions for residents. It also takes service requests, such as potholes, missed collections or broken street lights, with the right location and details, creates the case in the work order system, and routes anything urgent or complex to the right team.

Deployments
7 public, best grade B
Reported accuracy
80%
City of Kelowna, vendor claim
Government and public sector

AI for permit and license application processing

Permit and license application processing is AI that helps applicants submit complete applications and helps officers process them. It answers questions about requirements, checks applications for missing or inconsistent information, pulls the relevant policies, history and constraints, and drafts reports, while the grant or refusal stays with a named officer or a published rule.

Deployments
10 public, best grade B
Reported accuracy
at least 85%
Leeds City Council, organization claim
Pharma and life sciencesGovernment and public sector

AI for pharmacovigilance adverse event case intake

AI for pharmacovigilance adverse event case intake is AI that takes in adverse event reports about medicines, vaccines and devices for drug safety teams. It receives reports from calls, emails, forms, literature and partner files, decides whether each is a valid case, flags seriousness, extracts and codes the case data into the safety database format, and routes it to drug safety professionals, who review medical content and regulatory reporting.

Deployments
9 public, best grade B
Reported handling time reduction
23.3%
Bayer, organization claim
Government and public sector

AI for police incident report drafting from body worn camera audio

Police incident report drafting is an AI tool that turns body worn camera audio into a first draft of a police incident report narrative. The tool works from the transcript of the audio, and the officer who was on the call must review, correct and sign the draft before it becomes part of the official record.

Deployments
6 public, best grade B
Reported handling time reduction
82%
Fort Collins Police Services, organization claim
Government and public sector

AI for risk based inspection prioritization in food safety, workplace and environmental regulation

Inspection prioritization is AI that predicts which premises, operators or activities are most likely to be non compliant, to target inspectors' visits where the risk is highest. It is used across food safety, workplace safety, environmental and other regulation, ideally with inspectors still choosing visits and random inspections testing the model.

Deployments
10 public, best grade B
Autonomy
Assist
BankingInsurance

AI for supervisory exam and information request responses

Supervisory exam response assembly is an AI assistant for a bank's regulatory affairs team that reads a supervisory information request or exam question and drafts a response. It retrieves the relevant evidence, policies and prior correspondence, so legal and compliance can approve the draft, and tracks every commitment and remediation action through to closure.

Deployments
3 public, best grade B
Autonomy
Copilot
Government and public sector

AI for tax compliance risk scoring and audit selection

Tax compliance risk scoring is AI that scores tax returns, taxpayers and transactions for the risk of error, underreporting or fraud, for a tax administration. It directs audit and compliance capacity to the highest risk cases, while an officer decides every compliance action and the selection itself is monitored for fairness.

Deployments
6 public, best grade B
Autonomy
Assist

What the evidence says

Computed from the 184 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Case management use cases
KPIMedianReported rangeData pointsClaimed by
Accuracy93%
80% to 99%
Not pooled: up to 90%
16plus 1 up to8 organization, 8 vendor
Cycle time reduction75%
50% to 97%
92 organization, 7 vendor
Handling time reduction52%
23.3% to 82%
63 organization, 3 vendor
Automation rate89%
70% to 99%
Not pooled: up to 50%
5plus 1 up to2 organization, 3 vendor
Productivity gain45%
41% to 80%
Not pooled: up to 16%
4plus 1 up to4 organization
Time saved per task7 minutes
5 minutes to 23 minutes
32 organization, 1 vendor
Deployments by stage
  • Announced
    13
  • Pilot
    22
  • Production
    108
  • Scaled
    34
  • Paused or rolled back
    7
Public deployments by region
  • North America
    78
  • Europe
    69
  • Middle East
    13
  • Latin America
    10
  • Asia Pacific
    8
  • Africa
    3
  • Global
    3

Organizations with a public deployment

  • Absa Group
  • Abu Dhabi Government (TAMM)
  • Abu Dhabi Judicial Department (ADJD)
  • Acentra Health
  • AdvanceCare
  • Agenzia delle Entrate
  • Alamosa Police Department
  • Allegheny County Department of Human Services
  • Alnylam Pharmaceuticals
  • Ancine
  • BMO and Amalgamated Bank
  • BT Group
  • Banorte
  • Barnsley Metropolitan Borough Council
  • Bavarian State Office for Digitization, Broadband and Surveying (LDBV)
  • Bayer
  • Belastingdienst
  • Boehringer Ingelheim
  • Bristol Myers Squibb
  • CI Financial
  • Cabinet Office (Government Communication Service)
  • CaixaBank
  • Care Quality Commission
  • Centers for Medicare and Medicaid Services
  • Central Board of Indirect Taxes and Customs
  • Chatroulette
  • City and County of Honolulu, Department of Planning and Permitting
  • City of Kelowna
  • Corte Constitucional de Colombia
  • Crown Prosecution Service
  • Crédit Agricole Bank Polska
  • DINUM (Direction interministerielle du numerique)
  • Daman (The National Health Insurance Company)
  • Department for Education
  • Department for Science, Innovation and Technology (Incubator for Artificial Intelligence)
  • Department for Work and Pensions
  • Direction générale des Finances publiques (DGFiP)
  • Donald and Barbara Zucker School of Medicine at Hofstra/Northwell
  • Driver and Vehicle Standards Agency
  • Dubai Customs
  • Ealing Council
  • Ecclesia Group
  • Elanco
  • Emirates NBD
  • Encova Insurance
  • Fannie Mae
  • Federal Emergency Management Agency
  • Federal Student Aid (U.S. Department of Education)
  • Federal Trade Commission
  • Finshark
  • Food Standards Agency
  • Fort Collins Police Services
  • France Travail
  • Freddie Mac
  • Freie und Hansestadt Hamburg
  • Galt Police Department
  • Gemeente Amsterdam
  • Gemeente Den Haag
  • Gemeente Druten
  • Gemeente Nissewaard
  • Gemeente Rotterdam
  • General Directorate of Residency and Foreigners Affairs, Dubai
  • Ghana Revenue Authority
  • Global Affairs Canada
  • Government Digital Service
  • Government of Ajman (Department of Digital Ajman)
  • HM Revenue and Customs
  • Heber City Police Department
  • Highrise
  • Hillsborough County Sheriff's Office
  • Hirschbach Motor Lines
  • Home Office
  • Home Office (Visa, Status and Information Services)
  • Humana
  • ICICI Lombard
  • INPS (Istituto Nazionale della Previdenza Sociale)
  • Immigration, Refugees and Citizenship Canada
  • Indian Customs (Central Board of Indirect Taxes and Customs)
  • Inland Revenue Authority of Singapore
  • Intellectual Property Office
  • Internal Revenue Service
  • Irish Life
  • Korea Customs Service
  • Lancashire County Council
  • Leeds City Council
  • Lloyds Banking Group
  • Loadsure
  • London Borough of Barnet
  • Los Angeles County Department of Children and Family Services
  • Manulife
  • Microsoft
  • Ministerio Público Fiscal de la Ciudad Autónoma de Buenos Aires
  • Ministry of Human Resources and Emiratisation (MoHRE)
  • Mobily
  • Montgomery County Government
  • NYU Grossman School of Medicine
  • NatWest Group
  • National Transportation Safety Board
  • Nederlandse Arbeidsinspectie
  • Nederlandse Voedsel- en Warenautoriteit (NVWA)
  • Newcastle City Council
  • Nexo
  • Oman Public Prosecution
  • PKO Bank Polski
  • Papua New Guinea Immigration and Citizenship Services Authority
  • Pfizer
  • Plato
  • Provincie Noord-Holland
  • Pupuk Indonesia
  • Purpose Legal
  • RAKBANK
  • Receita Federal do Brasil
  • Redfin
  • Rio de Janeiro City Data Office (Escritório de Dados)
  • Riverside County Assessor-County Clerk-Recorder
  • Rochester Police Department (Minnesota)
  • Rocket Companies
  • Royal Canadian Mounted Police
  • Région Provence-Alpes-Côte d'Azur (Région Sud)
  • Sanofi
  • Securities and Exchange Commission
  • Serious Fraud Office
  • Somerset Council
  • South African Revenue Service
  • Superior Tribunal de Justiça
  • Supremo Tribunal Federal
  • Swindon Borough Council
  • Synovus Financial
  • Tango
  • The Master Trust Bank of Japan
  • The Office for Standards in Education, Children's Services and Skills
  • Tokio Marine Insurance UAE
  • Travelers
  • Tribunal Superior do Trabalho
  • U.S. Citizenship and Immigration Services
  • U.S. Customs and Border Protection
  • U.S. Department of Agriculture
  • U.S. Department of Homeland Security
  • U.S. Department of Justice
  • U.S. Department of Justice, Civil Division
  • U.S. Department of State (Bureau of Consular Affairs)
  • U.S. Department of Veterans Affairs
  • U.S. Department of the Interior
  • U.S. Department of the Treasury, Bureau of the Fiscal Service
  • U.S. Environmental Protection Agency, Office of Enforcement and Compliance Assurance
  • U.S. Fish and Wildlife Service
  • U.S. Food and Drug Administration
  • U.S. Food and Drug Administration, Center for Drug Evaluation and Research
  • U.S. Food and Drug Administration, Office of Information Operations
  • U.S. Immigration and Customs Enforcement
  • UAE Ministry of Justice
  • Uitvoeringsinstituut Werknemersverzekeringen (UWV)
  • United States Coast Guard
  • University of North Carolina at Chapel Hill
  • Uphold
  • Valuation Office Agency
  • Verizon
  • Virginia Tech
  • Vodafone
  • Volvo Group
  • Vurderingsstyrelsen
  • West Berkshire Council
  • Yorkshire Building Society
  • YoungWilliams
  • Zillow Group

Frequently asked questions

What are the most common AI use cases for case management?
Counted by organizations with a public deployment, the most common are AI document intelligence for unstructured forms and documents (15 organizations), AI drafting copilot for civil servants for correspondence, briefings and ministerial replies (11 organizations), AI for court and case file summarization (10 organizations), AI for permit and license application processing (10 organizations) and AI for risk based inspection prioritization in food safety, workplace and environmental regulation (10 organizations). The library documents 28 AI use cases for case management, 28 of them with a public deployment: 184 deployments by 165 organizations in 28 countries.
Which AI use cases for case management have proven results?
These use cases have a median result across at least 3 organizations, not counting vendor only claims: AI document intelligence for unstructured forms and documents: median cycle time reduction 75% across 7 deployments; AI for inbound correspondence triage and routing: median accuracy 91% across 3 deployments.
How many of these AI deployments are live in production?
142 of the 184 public deployments are live: 108 in production and 34 scaled across the organization. 22 are pilots and 13 are announced.
Which AI use cases for case management are high risk under the EU AI Act?
4 use cases fall in the high risk tier: AI for benefit fraud and error detection in social security, AI risk scoring in child welfare intake and investigations, AI support for university admissions application review and AI triage for case admissibility and selection at supreme and constitutional courts. For 15 other use cases the tier depends on design, for example whether the system decides on access to an essential service. Each use case page explains its tier and what it requires. This is not legal advice.
Where do these numbers come from?
From the Blits.ai AI Use Case Library. Every deployment is a public record of a named organization with a cited source, and every number is computed from those records. Data as of 11 November 2026.