Common patterns worth automating.

Showing 22 patterns

• Communication

  Email classification

  Incoming messages are sorted by type, urgency, and customer so the right work reaches the right queue.

  1. Shared inbox
  2. Classify
  3. Tag & prioritize

  Human checkpoint: Reviews messages the classifier is unsure about.

• Communication

  Response drafting

  Routine requests receive a prepared draft based on account data and approved templates.

  1. Request
  2. Gather context
  3. Draft reply

  Human checkpoint: Edits and approves before anything is sent.

• Communication

  Request routing

  Requests from forms, email, or chat are assigned to the right person based on rules and workload.

  1. New request
  2. Match rules
  3. Assign owner

  Human checkpoint: Reassigns edge cases and adjusts the rules.

• Communication

  Follow-up reminders

  Open items that have gone quiet trigger reminders to the right person at the right time.

  1. Open item
  2. Check status
  3. Send reminder

  Human checkpoint: Decides when to escalate or close.

• Documents

  PDF/document extraction

  Key fields are pulled from invoices, forms, and statements into structured data.

  1. Document
  2. Extract fields
  3. Structured record

  Human checkpoint: Confirms low-confidence values.

• Documents

  Document classification

  Uploaded or emailed files are identified by type and filed in the correct location.

  1. Incoming file
  2. Identify type
  3. File & label

  Human checkpoint: Handles documents that don't match a known type.

• Documents

  Data validation

  Extracted values are checked against business rules and source records before use.

  1. Extracted data
  2. Check rules
  3. Pass or flag

  Human checkpoint: Resolves flagged discrepancies.

• Documents

  Document generation

  Proposals, letters, and agreements are assembled from templates and system data.

  1. Trigger
  2. Merge data
  3. Draft document

  Human checkpoint: Reviews and signs off on final content.

• Operations

  Customer onboarding

  An approved customer triggers accounts, folders, tasks, and welcome communication.

  1. Approved customer
  2. Provision
  3. Kickoff tasks

  Human checkpoint: Approves the customer and owns the relationship.

• Operations

  Employee onboarding

  A new hire record kicks off equipment requests, accounts, checklists, and first-week scheduling.

  1. New hire
  2. Create checklist
  3. Notify owners

  Human checkpoint: Manager personalizes the plan and welcomes the hire.

• Operations

  Recurring task coordination

  Weekly, monthly, and quarterly tasks are created, assigned, and tracked without manual setup.

  1. Schedule
  2. Create tasks
  3. Track completion

  Human checkpoint: Owns the work and adjusts the schedule.

• Operations

  Status monitoring

  Systems, queues, or deadlines are watched continuously and changes are reported to the right people.

  1. Watch source
  2. Detect change
  3. Alert owner

  Human checkpoint: Investigates and acts on alerts.

• Operations

  Approval workflows

  Requests move through the right approvers with context attached and a full audit trail.

  1. Request
  2. Route to approver
  3. Record decision

  Human checkpoint: Approvers make every decision.

• Data

  System synchronization

  Records stay consistent across CRM, accounting, and operations tools without re-keying.

  1. Change in system A
  2. Map fields
  3. Update system B

  Human checkpoint: Resolves conflicting records.

• Data

  Recurring reporting

  Data is gathered from several systems and assembled into a consistent report on schedule.

  1. Schedule
  2. Collect data
  3. Publish report

  Human checkpoint: Interprets results and adds commentary.

• Data

  Data cleanup

  Duplicates, formatting issues, and missing values are detected and corrected by rule.

  1. Dataset
  2. Detect issues
  3. Fix or flag

  Human checkpoint: Approves merges and ambiguous corrections.

• Data

  Exception detection

  Records that break expected patterns are surfaced before they cause downstream problems.

  1. New records
  2. Compare to rules
  3. Raise exception

  Human checkpoint: Investigates and decides on action.

• Data

  Reconciliation

  Two sources are matched line by line and only the differences are left for review.

  1. Source A + B
  2. Match records
  3. List differences

  Human checkpoint: Resolves unmatched items.

• Finance Administration

  Invoice preparation

  Billable work is gathered from source systems and turned into draft invoices.

  1. Billable records
  2. Assemble lines
  3. Draft invoice

  Human checkpoint: Reviews and approves before sending.

• Finance Administration

  Expense routing

  Submitted expenses are categorized, checked against policy, and sent to the right approver.

  1. Receipt
  2. Categorize & check
  3. Route for approval

  Human checkpoint: Approves exceptions and policy questions.

• Finance Administration

  Payment reminders

  Upcoming and overdue invoices trigger courteous, consistent reminders on a set schedule.

  1. Due date
  2. Check status
  3. Send reminder

  Human checkpoint: Handles disputes and payment conversations.

• Finance Administration

  Financial report assembly

  Figures are pulled from accounting and operations systems into a standard report package.

  1. Period close
  2. Pull figures
  3. Assemble package

  Human checkpoint: Reviews numbers and owns the conclusions.