> ## Documentation Index
> Fetch the complete documentation index at: https://docs.myweave.ai/llms.txt
> Use this file to discover all available pages before exploring further.
# Use Cases
> Real-world examples of AI apps integrating human expertise
## Revolutionary Use Cases
Build AI applications that seamlessly integrate human intelligence for complex scenarios.
***
## 1. AI Career Coach with Human Mentors
Build an AI career coaching app that **automatically brings in human mentors** when needed:
```typescript theme={null}
class CareerAI {
async provideAdvice(userQuestion, userProfile) {
// AI provides initial guidance
const aiGuidance = await this.llm.generate({
prompt: userQuestion,
context: userProfile
});
// Assess if human expertise needed
const needsHuman = this.assessComplexity(userQuestion);
if (needsHuman) {
// Seamlessly integrate human career expert
const humanMentor = await myweave.chat({
message: `${userQuestion}\n\nAI's initial thoughts: ${aiGuidance}`,
context: {
coachId: "career_expert_123",
mode: "career_consulting",
userId: userProfile.id,
isAuthenticated: true
}
});
// AI synthesizes final advice
return {
advice: this.synthesize(aiGuidance, humanMentor),
sources: ["AI Analysis", "Human Career Expert"],
confidence: "high"
};
}
return aiGuidance;
}
}
```
**User Experience:**
* Asks one question to AI app
* Gets instant AI response for simple queries
* Automatically connected to human expert for complex scenarios
* Everything feels like one seamless conversation
**Business Impact:**
* 80% of queries handled by AI (low cost)
* 20% get human expertise (high value, higher price)
* Users always get answers
* Differentiation from AI-only competitors
***
## 2. AI Code Assistant with Senior Developer Review
Cursor or Claude Desktop with **expert code review** built-in:
```typescript theme={null}
// AI coding assistant with human expertise
async function reviewArchitecture(codebase) {
// Step 1: AI analyzes code
const aiAnalysis = await llm.analyzeCode(codebase);
// Step 2: Upload to expert's knowledge base
await myweave.uploadKnowledge({
coachId: "senior_architect_456",
files: codebase.files
});
// Step 3: Expert review via chat
const expertReview = await myweave.chat({
message: `Please review this architecture. AI found: ${aiAnalysis.issues}`,
context: {
coachId: "senior_architect_456",
mode: "code_review"
}
});
// Step 4: AI formats actionable recommendations
return formatRecommendations(expertReview);
}
```
**Developer Gets:**
* Instant AI-powered code analysis
* Senior architect's expert review
* Actionable recommendations
* All without leaving their IDE
**When to Trigger:**
* Critical architecture decisions
* Security-sensitive code
* Performance optimization challenges
* Complex refactoring projects
***
## 3. Customer Support AI with Expert Escalation
Support chatbot that **knows when to escalate** to human agents:
```python theme={null}
class HybridSupportAI:
async def handle_customer_inquiry(self, inquiry):
# AI attempts to help
ai_solution = await self.llm.solve(inquiry)
confidence = self.assess_confidence(ai_solution)
# Automatically escalate complex issues
if confidence < 0.7 or inquiry.sentiment == "frustrated":
# Bring in human support expert
expert_thread = await myweave.start_consultation(
coach_id="support_expert_789",
context={
"customer_issue": inquiry.text,
"ai_attempt": ai_solution,
"customer_history": inquiry.history
}
)
return {
"response": expert_thread,
"handled_by": "human_expert",
"escalation_reason": "complexity" if confidence < 0.7 else "customer_sentiment"
}
return {
"response": ai_solution,
"handled_by": "ai",
"confidence": confidence
}
```
**Customer Experience:**
* One interface, seamless experience
* AI handles simple questions instantly (24/7)
* Human experts handle complex issues (during business hours)
* No frustrating "I can't help with that" dead ends
**Cost Optimization:**
* Simple queries: AI (\$0.001 per query)
* Complex queries: Human + AI (\$2-5 per query, but solves the problem)
* Result: Better support at lower average cost than all-human
***
## 4. Educational AI with Master Teachers
Learning platform with **expert teacher integration**:
```javascript theme={null}
class AdaptiveLearningAI {
async teachConcept(studentQuestion, learningHistory) {
// AI provides initial explanation
const aiTeaching = await this.llm.teach({
question: studentQuestion,
studentLevel: learningHistory.level
});
// Check if student is struggling
const isStruggling = this.detectStruggle(learningHistory);
if (isStruggling || studentQuestion.includes("still don't understand")) {
// Connect to human master teacher
const masterTeacher = await myweave.chat({
message: `Student is struggling with: ${studentQuestion}\nAI attempted: ${aiTeaching}`,
context: {
coachId: "master_teacher_physics_101",
mode: "tutoring",
courseId: learningHistory.courseId
}
});
return {
explanation: masterTeacher,
source: "Master Teacher",
followUp: true // Schedule more 1-on-1 time
};
}
return {
explanation: aiTeaching,
source: "AI Tutor"
};
}
}
```
**Student Benefits:**
* AI for instant feedback and practice
* Human teachers for breakthroughs and deep understanding
* Personalized learning at scale
* Always makes progress, never stuck
***
## 5. Strategic Business AI with MBA Consultants
Business intelligence tool with **strategy consultants**:
```typescript theme={null}
async function developBusinessStrategy(businessContext, financials) {
// Step 1: AI analyzes data
const aiInsights = await llm.analyzeFinancials(financials);
const aiOptions = await llm.generateStrategicOptions(businessContext);
// Step 2: Human consultant validates and refines
const consultantReview = await myweave.chat({
message: `Business context: ${businessContext}\n
AI analysis: ${aiInsights}\n
AI strategic options: ${aiOptions}\n
Please provide strategic guidance.`,
context: {
coachId: "mba_consultant_456",
mode: "strategic_consulting"
},
action: "create_framework" // Use SWOT or other framework
});
// Step 3: AI creates final strategic plan
const finalStrategy = await llm.createPlan({
aiAnalysis: aiInsights,
consultantGuidance: consultantReview,
constraints: businessContext.constraints
});
return {
strategy: finalStrategy,
validated: true,
confidence: "high",
sources: ["AI Data Analysis", "MBA Consultant", "AI Synthesis"]
};
}
```
**Business Value:**
* Data analysis at AI speed
* Strategy validated by experienced consultants
* Executive-quality decisions
* Fraction of traditional consulting cost
***
## 6. AI Therapy App with Licensed Therapist Safety Net
Mental wellness AI with **human therapist backup**:
```javascript theme={null}
async function provideMentalHealthSupport(userMessage, sessionHistory) {
// AI provides emotional support
const aiSupport = await wellnessAI.respond(userMessage, sessionHistory);
// Assess risk and need for human intervention
const riskAssessment = await assessMentalHealthRisk(userMessage, sessionHistory);
if (riskAssessment.level === "high" || userMessage.includes("talk to therapist")) {
// Seamlessly connect to licensed therapist
const therapistSession = await myweave.chat({
message: `Session context: ${sessionHistory}\nCurrent concern: ${userMessage}`,
context: {
coachId: "licensed_therapist_101",
mode: "therapy_session",
userId: user.id,
isAuthenticated: true
}
});
return {
response: therapistSession,
provider: "licensed_therapist",
type: "human_professional",
urgent: riskAssessment.level === "high"
};
}
return {
response: aiSupport,
provider: "ai_wellness",
type: "supportive_ai"
};
}
```
**Critical Features:**
* AI for daily emotional support and coping strategies
* Human licensed therapists for crisis or clinical needs
* Automatic risk assessment
* Regulatory compliance (licensed professionals when needed)
***
## Common Patterns
### **Pattern 1: Confidence-Based Escalation**
```javascript theme={null}
if (aiConfidence < threshold) {
// Call human expert
return await myweave.consult(humanExpert);
}
```
**Use when:** AI uncertainty indicates need for human judgment
### **Pattern 2: Complexity-Based Routing**
```javascript theme={null}
const complexity = assessComplexity(userRequest);
if (complexity === "high") {
return await myweave.consult(domainExpert);
} else {
return await ai.respond(userRequest);
}
```
**Use when:** Problem complexity exceeds AI capabilities
### **Pattern 3: Hybrid Collaboration**
```javascript theme={null}
const aiDraft = await ai.generate(task);
const humanRefinement = await myweave.review(aiDraft);
const final = await ai.synthesize([aiDraft, humanRefinement]);
```
**Use when:** Best results come from AI+human collaboration
### **Pattern 4: User Preference**
```javascript theme={null}
if (user.preferences.expertMode === "human") {
return await myweave.consult(expert);
} else {
return await ai.respond(query);
}
```
**Use when:** Users want control over AI vs. human assistance
***
## What You Can Build
AI that handles routine tasks and calls human experts for important decisions
AI tutors with master teacher escalation for struggling students
AI support with licensed professional backup for clinical needs
AI analytics with consultant validation for strategic decisions
AI analysis with senior developer architecture review
AI document review with attorney consultation for complex cases
***
## The Killer Value
**For developers, myweave MCP enables:**
1. **Never say "I can't help"** - AI can always escalate to human expert
2. **Handle high-value scenarios** - Tackle complex problems that require human judgment
3. **Differentiate from competitors** - Offer hybrid intelligence, not just AI
4. **Scale intelligently** - Use AI for volume, humans for value
5. **Build with confidence** - Know your app can handle anything
**For end users:**
1. **Always get answers** - AI or human, they're covered
2. **Best of both worlds** - Speed + wisdom in one experience
3. **Seamless experience** - Don't manage two separate interfaces
4. **Premium outcomes** - Human expertise when it matters most
***
## Ready to Build?
Configure myweave MCP in Claude Desktop, Cursor, or build your own client