> ## Documentation Index
> Fetch the complete documentation index at: https://docs.datarm.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Use Cases

> Real-world applications of AVA across teams and industries

## By Team/Role

### Sales Teams

<AccordionGroup>
  <Accordion title="Pipeline Management">
    **Scenario**: Sales manager needs to review upcoming deals

    **With AVA**:

    ```
    @Salesforce show me all opportunities closing this quarter
    with deal value over $50K. Group by stage and highlight any
    at risk.
    ```

    **Result**: AVA pulls live Salesforce data, analyzes each opportunity, provides risk assessment, and can generate a PowerPoint presentation for the weekly sales meeting

    **Time Saved**: 2 hours/week → 5 minutes
  </Accordion>

  <Accordion title="Account Research">
    **Scenario**: Preparing for customer meeting tomorrow

    **With AVA**:

    ```
    @Calendar who am I meeting with tomorrow at 2pm?
    @Salesforce show me their account history
    @Mail find all email threads with this contact
    Draft a meeting agenda based on previous conversations
    ```

    **Result**: AVA connects the dots across calendar, CRM, and email to provide complete account context and drafts a personalized agenda

    **Time Saved**: 45 minutes → 5 minutes
  </Accordion>

  <Accordion title="Proposal Generation">
    **Scenario**: Need to create custom proposal for prospect

    **With AVA**:

    * Upload previous winning proposals to workspace
    * @Salesforce pull prospect details and requirements
    * Use AVA Tasks to create multi-step proposal workflow
    * Export final proposal to Word or PowerPoint

    **Result**: Consistent, high-quality proposals leveraging past successes

    **Time Saved**: 4 hours → 45 minutes
  </Accordion>
</AccordionGroup>

### Customer Support Teams

<CardGroup cols={2}>
  <Card title="Knowledge Base Search" icon="magnifying-glass">
    **Scenario**: Customer asks complex technical question

    **With AVA**: Use Knowledge Search with support documentation corpus to find relevant articles instantly, even if exact keywords don't match

    **Benefit**: Faster resolution, consistent answers
  </Card>

  <Card title="Customer History" icon="clock-rotate-left">
    **Scenario**: Need full customer context quickly

    **With AVA**: @Salesforce get case history, @Mail find all correspondence, @Files access shared documents—all in one conversation

    **Benefit**: Complete context without system-hopping
  </Card>

  <Card title="Response Drafting" icon="pen-to-square">
    **Scenario**: Complex technical response needed

    **With AVA**: Query knowledge base, reference similar past cases, draft response using your custom instructions for tone and formatting

    **Benefit**: Professional, accurate responses quickly
  </Card>

  <Card title="Case Updates" icon="square-check">
    **Scenario**: Update multiple systems after resolving issue

    **With AVA**: @Salesforce update case status, @Mail send customer update, add resolution to knowledge base—all from one conversation

    **Benefit**: Consistent updates across systems
  </Card>
</CardGroup>

### Development Teams

<Tabs>
  <Tab title="Sprint Planning">
    **Workflow**:

    1. @Jira show all issues in next sprint
    2. @GitHub check which PRs are still open
    3. Ask AVA to analyze capacity and dependencies
    4. Generate sprint planning doc with recommendations
    5. Export to PowerPoint for sprint kickoff

    **Value**: Data-driven sprint planning with minimal manual work
  </Tab>

  <Tab title="Code Review Context">
    **Workflow**:

    1. @GitHub show me PR #123
    2. @Jira find related issue
    3. Ask AVA to explain the changes and potential impact
    4. Review code with AI-powered analysis
    5. Draft review comments

    **Value**: Faster, more thorough code reviews
  </Tab>

  <Tab title="Bug Investigation">
    **Workflow**:

    1. @Jira get bug report details
    2. @GitHub search for similar past issues
    3. @Files access relevant documentation
    4. Ask AVA to suggest root cause and fix
    5. Update Jira with findings

    **Value**: Faster bug resolution with context from multiple sources
  </Tab>

  <Tab title="Documentation Generation">
    **Workflow**:

    1. @GitHub get repository README and code
    2. Upload architecture diagrams from OneDrive
    3. Use AVA Tasks to generate comprehensive docs
    4. Export to Word or Markdown
    5. Commit back to repository

    **Value**: Up-to-date documentation without manual writing
  </Tab>
</Tabs>

### Executive Leadership

<Steps>
  <Step title="Meeting Preparation">
    **Scenario**: Board meeting tomorrow, need comprehensive update

    **With AVA**:

    * @Calendar review this week's meetings
    * Access recorded Teams meetings for key discussions
    * @Salesforce get sales metrics
    * Generate executive summary in notes
    * Export to PowerPoint for presentation
  </Step>

  <Step title="Decision Support">
    **Scenario**: Need analysis for strategic decision

    **With AVA**:

    * Query multiple data sources simultaneously
    * Analyze trends and patterns
    * Ask "what-if" questions with different scenarios
    * Generate decision memo with supporting data
  </Step>

  <Step title="Communication Drafting">
    **Scenario**: Company-wide announcement needed

    **With AVA**:

    * Review previous communications for tone/style
    * Draft announcement with custom instructions
    * Get feedback from AVA on clarity and impact
    * Export final version
  </Step>
</Steps>

### HR Teams

<AccordionGroup>
  <Accordion title="Policy Questions">
    **Scenario**: Employee asks about PTO policy

    **With AVA Knowledge Search**:

    * Create corpus from HR policy SharePoint site
    * Employee handbook auto-synced
    * HR can quickly search: "What's the PTO rollover policy?"
    * AVA returns exact policy with source citation

    **Benefit**: Instant, accurate policy answers; Less HR admin time
  </Accordion>

  <Accordion title="Onboarding">
    **Scenario**: New hire starting Monday

    **With AVA**:

    * @Files access onboarding checklist template
    * @Calendar schedule orientation meetings
    * @Mail draft welcome email
    * Use Tasks to create personalized onboarding plan
    * Share with manager via Microsoft 365 group

    **Benefit**: Consistent, comprehensive onboarding
  </Accordion>

  <Accordion title="Employee Records">
    **Scenario**: Need to find all documentation for employee review

    **With AVA**:

    * @Files search for employee's documents
    * @Mail find performance review emails
    * Compile everything in workspace
    * Generate review summary document

    **Benefit**: Complete employee context quickly
  </Accordion>
</AccordionGroup>

### Legal & Compliance Teams

<CardGroup cols={2}>
  <Card title="Contract Analysis" icon="file-contract">
    **Use Case**: Review hundreds of contracts for specific clause

    **Solution**: Knowledge Search corpus of all contracts; Query: "Find all contracts with indemnification clauses"

    **Time Saved**: Days → Minutes
  </Card>

  <Card title="Legal Research" icon="scale-balanced">
    **Use Case**: Find relevant precedents and case law

    **Solution**: Corpus of legal documents; Semantic search finds relevant cases even with different terminology

    **Benefit**: More comprehensive research
  </Card>

  <Card title="Compliance Checks" icon="list-check">
    **Use Case**: Ensure vendor contracts meet requirements

    **Solution**: Create task template for contract review checklist; Apply to each new vendor contract

    **Benefit**: Consistent compliance verification
  </Card>

  <Card title="Document Drafting" icon="pen-nib">
    **Use Case**: Draft new contract based on templates

    **Solution**: Upload template contracts; Use AVA to customize for specific situation; Export to Word

    **Benefit**: Faster drafting with consistency
  </Card>
</CardGroup>

### Marketing Teams

<Tabs>
  <Tab title="Content Creation">
    **Workflow**:

    1. @Files access brand guidelines and past campaigns
    2. @Salesforce get target customer personas
    3. Use AVA Tasks for content creation pipeline:
       * Step 1: Research topic
       * Step 2: Create outline
       * Step 3: Draft content
       * Step 4: Optimize for SEO
    4. Export to Word for review

    **Value**: Data-informed content at scale
  </Tab>

  <Tab title="Campaign Analysis">
    **Workflow**:

    1. Upload campaign performance data
    2. @Salesforce get lead conversion data
    3. Ask AVA to analyze what's working
    4. Generate recommendations
    5. Create presentation for team review

    **Value**: Data-driven marketing decisions
  </Tab>

  <Tab title="Event Preparation">
    **Workflow**:

    1. @Calendar review upcoming events
    2. @Files access event materials from past years
    3. Create updated materials using AVA
    4. @Mail draft attendee communications
    5. Coordinate via Teams integration

    **Value**: Efficient event execution
  </Tab>
</Tabs>

## By Industry

### Financial Services

<AccordionGroup>
  <Accordion title="Client Portfolio Review">
    **Scenario**: Wealth advisor preparing for client meeting

    **With AVA**:

    * Query client portfolio data from internal systems
    * Access market research documents via Knowledge Search
    * @Calendar review past meeting notes
    * Generate personalized portfolio recommendations
    * Create presentation deck automatically

    **Compliance**: All data access logged, respects existing permissions
  </Accordion>

  <Accordion title="Regulatory Reporting">
    **Scenario**: Quarterly compliance report due

    **With AVA Tasks**:

    * Multi-step workflow to gather data from required systems
    * Automated formatting per regulatory requirements
    * Source citation for all data points
    * Export to required format (Excel/PDF)

    **Benefit**: Faster, more accurate reporting
  </Accordion>

  <Accordion title="Risk Analysis">
    **Scenario**: Analyze risk exposure across portfolio

    **With AVA**:

    * Pull data from multiple risk systems
    * Query historical incident reports via Knowledge Search
    * AI-powered pattern analysis
    * Generate risk assessment report

    **Value**: Comprehensive risk view
  </Accordion>
</AccordionGroup>

### Healthcare

<CardGroup cols={2}>
  <Card title="Clinical Documentation" icon="file-medical">
    **Scenario**: Review patient care guidelines

    **Solution**: Knowledge Search corpus of clinical protocols; Quickly find relevant treatment guidelines

    **Benefit**: Evidence-based care
  </Card>

  <Card title="Research Support" icon="flask">
    **Scenario**: Literature review for research project

    **Solution**: Corpus of research papers and journals; Semantic search across all publications

    **Benefit**: Comprehensive literature review
  </Card>

  <Card title="Compliance Documentation" icon="clipboard-check">
    **Scenario**: Prepare for accreditation audit

    **Solution**: AVA Tasks for documentation gathering; @Files access all required documentation

    **Benefit**: Organized audit preparation
  </Card>

  <Card title="Staff Scheduling" icon="calendar-days">
    **Scenario**: Create next month's staff schedule

    **Solution**: @Calendar check availability, @Mail coordinate with staff, use AVA to optimize schedule

    **Benefit**: Efficient scheduling
  </Card>
</CardGroup>

### Manufacturing

<Tabs>
  <Tab title="Quality Documentation">
    **Scenario**: Find all QA procedures for specific product line

    **Solution**:

    * Knowledge Search across QA documentation
    * Query: "Show all quality control procedures for Product X"
    * Get instant results with source citations

    **Benefit**: Fast access to critical procedures
  </Tab>

  <Tab title="Incident Investigation">
    **Scenario**: Production issue needs root cause analysis

    **Solution**:

    * Access incident reports via Knowledge Search
    * Search for similar past incidents
    * Use AVA to analyze patterns
    * Generate investigation report

    **Benefit**: Learn from past issues
  </Tab>

  <Tab title="Supplier Management">
    **Scenario**: Evaluate supplier performance

    **Solution**:

    * @Files access supplier contracts
    * Query performance data
    * Use AVA to analyze trends
    * Create supplier scorecard

    **Benefit**: Data-driven supplier decisions
  </Tab>
</Tabs>

### Education

<Steps>
  <Step title="Curriculum Development">
    * @Files access previous course materials
    * Knowledge Search educational resources
    * Use AVA Tasks to create new curriculum
    * Generate course syllabus and materials
  </Step>

  <Step title="Student Support">
    * Knowledge Search FAQ and support docs
    * Quickly answer student questions
    * Consistent information across support team
    * Reduce time to resolve student issues
  </Step>

  <Step title="Administrative Tasks">
    * @Calendar coordinate meetings and events
    * @Mail automate routine communications
    * Generate reports and documentation
    * Streamline administrative workflows
  </Step>
</Steps>

## Common Workflow Patterns

### The "Research & Synthesis" Pattern

Perfect for: Market research, competitive analysis, literature reviews

**Steps**:

1. Create AVA Task with research steps
2. Add relevant documents to workspace
3. Query connected data sources with @ mentions
4. Use Knowledge Search for deep document analysis
5. AVA synthesizes findings across all sources
6. Export final research report

**Example**: "Analyze our competitors' pricing strategies"

### The "Data Gathering" Pattern

Perfect for: Status reports, dashboards, executive summaries

**Steps**:

1. @Salesforce get sales data
2. @Jira get project status
3. @GitHub get deployment stats
4. Ask AVA to combine and analyze
5. Generate summary report
6. Export to PowerPoint or Excel

**Example**: "Create weekly executive status report"

### The "Document Processing" Pattern

Perfect for: Contract review, resume screening, invoice processing

**Steps**:

1. Upload documents to workspace (or use @Files)
2. Create Task template with processing steps
3. Apply template to each document
4. Extract key information consistently
5. Compile results

**Example**: "Extract key terms from all vendor contracts"

### The "Communication Drafting" Pattern

Perfect for: Emails, announcements, reports, presentations

**Steps**:

1. Gather context from connected sources
2. Review similar past communications via @Files or Knowledge Search
3. Apply custom instructions for tone/style
4. Draft with AVA
5. Refine with back-and-forth conversation
6. Export to appropriate format

**Example**: "Draft customer email explaining new feature"

### The "Meeting Preparation" Pattern

Perfect for: Client meetings, reviews, presentations

**Steps**:

1. @Calendar identify upcoming meeting
2. Access previous meeting recordings/notes
3. Gather relevant data from connected sources
4. Use AVA to create agenda and talking points
5. Generate presentation in PowerPoint
6. Add notes in workspace during meeting

**Example**: "Prepare for quarterly business review with Acme Corp"

## Success Metrics

Organizations using AVA report:

<CardGroup cols={3}>
  <Card title="80% Time Savings" icon="clock">
    On research and data gathering tasks
  </Card>

  <Card title="10x Faster" icon="gauge-high">
    Document search and retrieval
  </Card>

  <Card title="5 Hours/Week" icon="calendar-week">
    Average time saved per knowledge worker
  </Card>

  <Card title="90% Adoption" icon="users">
    Within 30 days of deployment
  </Card>

  <Card title="Zero Training" icon="graduation-cap">
    Intuitive interface, familiar patterns
  </Card>

  <Card title="100% Security" icon="shield">
    Delegated permissions, data in tenant
  </Card>
</CardGroup>

## Getting Started with Your Use Case

<Steps>
  <Step title="Identify Pain Points">
    What repetitive tasks consume the most time for your team?
  </Step>

  <Step title="Start Simple">
    Begin with AVA Chat and @ mentions for daily tasks
  </Step>

  <Step title="Create Knowledge Bases">
    Set up Knowledge Search corpora for your document libraries
  </Step>

  <Step title="Build Task Templates">
    Convert common workflows into reusable task templates
  </Step>

  <Step title="Share & Scale">
    Share successful prompts and tasks with your team
  </Step>
</Steps>

## Next Steps

<CardGroup cols={2}>
  <Card title="Quick Start Guide" icon="rocket" href="/quickstart">
    Get started with AVA today
  </Card>

  <Card title="AVA Chat Features" icon="comments" href="/features/ava-chat">
    Learn about conversational AI
  </Card>

  <Card title="Knowledge Search" icon="magnifying-glass" href="/features/knowledge-search">
    Set up document search
  </Card>

  <Card title="Contact Us" icon="calendar" href="https://datarm.ai/contact">
    Discuss your use case with us
  </Card>
</CardGroup>