Transform your PM workflow from rigid commands to natural conversation in 15 minutes
Switch from mechanical, exact-identifier interactions to fluid, context-aware conversations. Experience the difference between remembering issue numbers and simply saying “that issue.”
Traditional PM tools force you to think like a computer:
❌ Command Mode Reality:
• "Show me GitHub issue #1247"
• "Update requirements_v2.1.pdf with new specs"
• "Assign JIRA-4582 to sarah.johnson@company.com"
• Must remember exact identifiers
• No context between interactions
• Mechanical, repetitive patterns
Result: High cognitive load, frequent interruptions to look up numbers/names, mechanical feel.
Piper Morgan understands natural language and remembers context:
✅ Conversational AI Flow:
• "Show me that issue again"
• "Update the requirements with new specs"
• "Assign it to Sarah"
• Natural references work automatically
• 10-turn conversation memory
• Human-like interaction flow
Result: 5x faster workflows, 90% less mental overhead, conversations that feel natural.
Begin using basic conversational patterns:
| Instead of this… | Try this… | Why it works |
|---|---|---|
"Show me issue #123" |
"Show me that issue" |
Piper remembers recent issues |
"Update file_v2.pdf" |
"Update the document" |
Context from previous upload |
"Close PROJ-456" |
"Close that task" |
Natural reference resolution |
Practice Pattern: After any creation command, use “that” or “it” to reference the item.
You: "Create bug for login failure"
Piper: "Created issue #789 for login failure"
You: "Show me that issue" ← Start here!
Piper: "Here are details for issue #789..."
Leverage 10-turn conversation memory:
| Command Mode Habit | Conversational Upgrade | Context Benefit |
|---|---|---|
| Restart for each task | Continue conversations | Memory maintained |
| Repeat full context | Reference previous work | “Remember that bug we discussed?” |
| Look up old numbers | Use descriptive references | “Show me the authentication work” |
Practice Pattern: Keep related work in same conversation thread.
You: "Create issues for the mobile auth project"
Piper: "Created 3 issues: #790 (iOS), #791 (Android), #792 (API)"
You: "Set the first one to high priority"
Piper: "Set issue #790 (iOS auth) to high priority"
You: "What about the Android one?"
Piper: "Issue #791 (Android auth) is currently medium priority"
Use sophisticated conversational features:
| Advanced Pattern | Example | Capability |
|---|---|---|
| Comparative References | “Show me the latest document” | Chronological intelligence |
| Contextual References | “What’s my current sprint work?” | Personal context awareness |
| Cross-Project Context | “Compare auth progress between projects” | Multi-project intelligence |
Command Mode → Conversational Mode
| Task | Command Mode | Conversational Mode | Improvement |
|---|---|---|---|
| Create | create issue "Login Bug" priority:high |
"Create a high priority bug for the login failure" |
Natural language |
| Update | update issue #123 status:done |
"Close that issue" |
5x faster |
| Assign | assign #123 to:sarah |
"Give it to Sarah" |
Human-like |
| Status Check | show issue #123 |
"What's the status of that issue?" |
Context memory |
| Add Details | update #123 description:"New info" |
"Add this to the issue: [details]" |
Natural flow |
Before (Command Mode):
User: "create issue 'Payment API timeout' priority:critical"
System: "Created issue #456"
User: "show issue #456"
System: "Issue #456 details..."
User: "update issue #456 assignee:john.doe"
System: "Updated issue #456"
User: "update issue #456 status:in-progress"
System: "Updated issue #456"
After (Conversational AI):
You: "Create a critical issue for the payment API timeout"
Piper: "Created critical issue #456: Payment API timeout"
You: "Show me that issue"
Piper: "Here are the details for issue #456..."
You: "Assign it to John and mark it in progress"
Piper: "Assigned issue #456 to John and set status to in progress"
Improvement: 4 commands → 3 natural requests, 60% less typing, context maintained.
| Task | Command Mode | Conversational Mode | Improvement |
|---|---|---|---|
| Upload | upload file requirements_v3.pdf |
"Upload the new requirements document" |
Natural description |
| Search | search file:requirements_v3.pdf term:"API" |
"Search the document for API specs" |
Context reference |
| Summarize | summarize file:requirements_v3.pdf |
"Summarize the document" |
Simple reference |
| Share | share file:requirements_v3.pdf team:dev |
"Share it with the dev team" |
Conversational flow |
| Compare | compare req_v2.pdf req_v3.pdf |
"Compare this with the previous version" |
Intelligent context |
Before (Command Mode):
User: "upload file product_spec_v2.1.pdf"
System: "Uploaded product_spec_v2.1.pdf"
User: "search file:product_spec_v2.1.pdf term:authentication"
System: "Found 3 matches in product_spec_v2.1.pdf"
User: "summarize file:product_spec_v2.1.pdf section:authentication"
System: "Authentication section summary..."
After (Conversational AI):
You: "Upload the latest product spec"
Piper: "Uploaded product_spec_v2.1.pdf (45 pages, 12 sections)"
You: "Search it for authentication requirements"
Piper: "Found 3 authentication requirements in the product spec..."
You: "Summarize those requirements"
Piper: "Authentication requirements summary: OAuth 2.0 integration..."
Improvement: Natural file references, context flows seamlessly, 50% fewer words needed.
| Task | Command Mode | Conversational Mode | Improvement |
|---|---|---|---|
| Sprint Status | show sprint current status |
"How's the current sprint going?" |
Natural inquiry |
| Backlog Review | list backlog items priority:high |
"Show me the high priority backlog items" |
Human language |
| Burndown | show burndown sprint:current |
"What's our burndown looking like?" |
Conversational tone |
| Assignments | show assignments user:current |
"What's on my plate?" |
Personal context |
| Dependencies | show dependencies issue:#123 |
"What's blocking that issue?" |
Context reference |
Problem: Defaulting back to exact identifiers out of habit
Solution - The Reference Reminder Method:
Practice Exercise:
✅ Good Pattern:
You: "Create task for code review"
Piper: "Created task #567 for code review"
You: "Set that to high priority" ← Practice this!
Piper: "Set task #567 to high priority"
Problem: Piper selects wrong item when multiple similar items exist
Solutions:
Example Fix:
❌ Ambiguous:
You: "Update that issue" (when 3 issues were mentioned)
Piper: "Which issue? I see #123 (payment), #124 (login), #125 (search)"
✅ Clear:
You: "Update the payment issue"
Piper: "Updated issue #123 (payment processing bug)"
Problem: Unsure what conversational patterns work
Solution - The Discovery Method:
Discovery Examples:
✅ Try these patterns:
• "Show me the latest..."
• "What about that..."
• "Can you update the..."
• "Tell me about my..."
• "Compare this with..."
• "Set it to..."
Problem: Losing context in very long conversations
Solutions:
Pattern for Long Sessions:
✅ Context Management:
You: "We've covered a lot. Let's focus on the authentication work now."
Piper: "Switching focus to authentication. What would you like to work on?"
You: "Show me the iOS authentication issue"
Piper: "Here's issue #89: iOS authentication redesign..."
You: "Now I can use 'that issue' for the iOS work"
Test these patterns to learn what works:
| Pattern | Example | What Piper Understands |
|---|---|---|
| Recent items | “Show me that issue” | Last mentioned issue |
| Document context | “Search the document” | Last uploaded/mentioned file |
| Personal context | “What’s my current work?” | Your assigned items |
| Project context | “Show me our sprint progress” | Current project/sprint |
| Comparative | “Show me the latest version” | Most recent by timestamp |
Discovery Exercise:
Try this sequence:
1. Create or mention 2-3 different items
2. Use "that [item]", "the [item]", "it" to reference them
3. See what Piper resolves correctly
4. Note which patterns work best for your workflow
Test conversation memory limits:
| Conversation Length | What to Expect |
|---|---|
| Turns 1-5 | Perfect reference resolution |
| Turns 6-10 | Good context, occasional clarifications |
| Turns 11+ | May need to reestablish older context |
Memory Test Pattern:
1. Create an issue (Turn 1)
2. Do 8 other tasks (Turns 2-9)
3. Reference "that issue" (Turn 10)
4. See if Piper still remembers
Experiment with natural variations:
| Formal | Casual | Very Casual |
|---|---|---|
| “Show me that issue” | “What about that bug?” | “How’s that thing going?” |
| “Update the document” | “Fix the doc” | “Change that file” |
| “Assign it to Sarah” | “Give it to Sarah” | “Sarah can handle this” |
Try chaining multiple requests:
✅ Multi-step Example:
You: "Create a bug for the payment failure"
Piper: "Created bug #456..."
You: "Make it critical and assign to the backend team"
Piper: "Set bug #456 to critical priority and assigned to backend team"
You: "Create a follow-up task for the postmortem"
Piper: "Created task #457: Payment failure postmortem (linked to bug #456)"
You: "Schedule both for this sprint"
Piper: "Added bug #456 and task #457 to current sprint"
✅ Instead of exact identifiers:
"that issue" | "the document" | "this task"
"it" | "the file" | "my work"
✅ Smart selection:
"the latest document" | "the first item"
"the high-priority issue" | "the main task"
"my current work" | "our team's progress"
✅ Natural commands:
"Show me..." | "Update it with..."
"Assign it to..." | "Set it to..."
"Create a..." | "Close that..."
✅ When context gets complex:
"Let's focus on [specific item]"
"Going back to the [item] we discussed"
"Switching to [project/area]"
| Feature | Performance | Usage Tips |
|---|---|---|
| Reference Resolution | <150ms, >90% accuracy | Use descriptive terms when ambiguous |
| Context Memory | 10 turns maintained | Restart for major topic changes |
| Natural Language | Very flexible | Experiment with casual language |
When conversational mode isn’t working:
1. Use exact identifiers: "Show me issue #123"
2. Restart context: "Let's start fresh with..."
3. Be more specific: "the payment processing bug"
4. Ask for help: "What items are we discussing?"
You’re successfully using conversational mode when:
Ready to make the switch? Start with one simple pattern: after creating anything, try saying “show me that [item]” instead of remembering the exact identifier. The transformation begins with that first natural reference.
| *Last updated: August 9, 2025 | Part of PM-034 Conversational AI Documentation* |