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Use cases

Start with a workflow
worth improving.

Claude is useful when its output helps someone complete a specific task. AID defines that task, the information it depends on and the decisions that remain with a qualified reviewer.

Explore the workflows
Documents are prepared into a cited draft, checked by a reviewer, and then sent to the business system.
A clear path from source material to approved work.

01 / Where Claude fits

Work that is ready for a closer look.

The workflows below show how an engagement is scoped and evaluated. The acceptance measures are agreed with the client before implementation.

01 / Software & operations

Preserve the rules in a business-critical application.

An older application holds years of business logic, while documentation and test coverage are limited. Changing it means first establishing which behaviors the business relies on.

Application modernization

The workflow

  1. 1Map code and dependencies
  2. 2Capture existing behavior
  3. 3Compare the changed application
Human decision
Engineers and process owners approve intended differences before release.
What to measure
Behavior preserved across agreed test cases; unresolved differences; release and rollback readiness.

02 / Insurance & financial services

Prepare a reviewable file from scattered documents.

Claims, correspondence and supporting records arrive in different formats. AID can structure the packet, build a cited chronology and flag missing or conflicting information.

Financial-services workflows

The workflow

  1. 1Organize incoming records
  2. 2Prepare a cited summary
  3. 3Route exceptions for review
Human decision
Authorized client staff make coverage, payment and other consequential decisions.
What to measure
Material information captured; source accuracy; reviewer corrections; time spent preparing each file.

03 / Healthcare operations

Assemble a complete administrative record.

Intake and referral teams spend time locating attachments and reconciling information. A workflow can extract required fields, surface missing items and prepare a packet for staff review.

Healthcare workflows

The workflow

  1. 1Read approved documents
  2. 2Check required information
  3. 3Prepare the review queue
Human decision
Staff verify patient and record matches and approve actions in the source system.
What to measure
Correct record matching; missing-item detection; rework and handling time.

04 / Legal & public sector

Connect every draft finding to its source.

Reviewing agreements, policies or submissions requires an explanation that another professional can inspect. AID can build cited summaries and populate established templates from approved material.

Document & knowledge workflows

The workflow

  1. 1Retrieve permitted sources
  2. 2Draft in the required format
  3. 3Check citations and findings
Human decision
Legal judgment, disclosure, eligibility and public decisions stay with authorized professionals.
What to measure
Citation support; required fields completed; unsupported statements; reviewer acceptance.
Colleagues reviewing printed charts alongside a laptop
Evaluate the entire workflow, including the reviewer’s work.

Before commissioning a build

Establish whether
custom engineering is needed.

An existing product or a capability already included in a business system may be the better answer. AID starts by reviewing those options alongside the requirements.

A custom workflow has a stronger case when the organization needs its own business rules, connections to existing systems, a specific review process or evidence that an off-the-shelf solution does not provide.

How the first decision is made

02 / Industry context

The workflow stays specific
to the organization.

Data access, reviewer responsibilities and deployment requirements differ by domain. Explore the context for each practice area.

HealthcareAdministrative and knowledge workflowsFinancial servicesDocument preparation and controlled operationsLegalResearch, drafting and document reviewPublic sectorStaff assistance and records workflows

Start a conversation

Bring one workflow into focus.

Start with the current steps, the volume of work, the systems involved and the decision owner. AID can help determine a practical scope for evaluation.

Discuss an engagementTake the readiness assessment