Using AI Features - Operator Guide
Learn how AI-powered features assist you in handling calls and managing cases more effectively.
What AI Does for You
openCHS uses artificial intelligence to help you work more efficiently and accurately. The AI works in the background - you don't need to operate it manually.
AI Features Overview
| Feature | What It Does | How It Helps You |
|---|---|---|
| Speech-to-Text | Converts call audio to text | Automatic transcripts of conversations |
| Translation | Translates between languages | Understand calls in Swahili, English, and other languages |
| Case Classification | Suggests case type and priority | Helps identify VAC/GBV cases faster |
| Smart Summaries | Creates concise case summaries | Saves time on documentation |
| Entity Extraction | Finds names, locations, ages | Captures key details automatically |
Important: AI assists you - it doesn't replace your judgment. You always make the final decisions.
Speech-to-Text Transcription
How It Works
When someone calls:
- AI listens to the conversation
- Converts speech to text in real-time
- Displays transcript on your screen
- You review and edit as needed
What You See
During a call, a transcription panel shows:
- What the caller is saying
- Your responses
- Timestamps
- Speaker identification (Caller vs. Operator)
Example:
[10:15 AM] Caller: "Mimi ni mama. Mtoto wangu ana umri wa miaka 12..."
[10:15 AM] Operator: "Samahani, naweza kusaidia. Je, mtoto yuko salama sasa?"Benefits
✅ Don't miss details - Transcript captures everything
✅ Focus on listening - Don't worry about writing everything down
✅ Accurate records - Exact words are documented
✅ Review later - Go back to what was said
Your Role
During the Call:
- Listen actively to the caller
- Let AI handle transcription
- Take brief notes only when needed
- Focus on building rapport
After the Call:
- Review the transcript
- Correct any errors or misheard words
- Add context that AI might miss
- Save cleaned-up version with case
Limitations
AI transcription is good but not perfect:
- May mishear names or unfamiliar words
- Struggles with heavy accents
- Can't capture tone of voice
- Doesn't understand context or emotions
Always review transcripts before finalizing cases.
Language Translation
How It Works
AI can translate conversations in real-time:
Swahili → English:
- Caller speaks Swahili
- You see English translation
- You respond in English
- Caller hears Swahili (if using translation feature)
Supports:
- Swahili
- English
- Other languages (depending on your helpline setup)
When Translation Helps
Scenario 1: Caller Speaks Only Swahili
- AI translates their words to English for you
- You can respond in English
- AI translates back to Swahili
Scenario 2: Mixed Language Conversation
- Some words in Swahili, some in English
- AI identifies and translates appropriately
- You see clean, understandable text
Scenario 3: Documentation
- Call was in Swahili
- Case report needs to be in English
- AI provides English translation for records
Using Translation
What You Do:
- Handle the call normally
- AI automatically detects language
- Translation appears on screen
- You read translated text
- Respond naturally
What You Don't Need to Do:
- Press any translation buttons
- Select languages manually (AI detects)
- Worry about grammar - AI handles it
Translation Quality
Generally Accurate For:
- Common phrases and words
- Standard conversations
- General topics
May Struggle With:
- Regional dialects
- Slang or colloquialisms
- Technical or medical terms
- Cultural expressions
Your Expertise Matters: If translation seems off, trust your knowledge. You can override or clarify.
Case Classification
How It Works
As you enter case information, AI analyzes the details and suggests:
- Case Category (Abuse, Mental Health, Information, etc.)
- Priority Level (Low, Medium, High)
- GBV Classification (Yes/No)
What AI Looks For
Indicators of High Priority:
- Words like "immediate," "emergency," "danger"
- References to injuries or threats
- Young child ages (under 10)
- Specific abuse descriptions
Indicators of Case Type:
- Keywords: "hit," "hurt" → Physical abuse
- Keywords: "touched," "inappropriate" → Sexual abuse
- Keywords: "alone," "hungry," "dirty" → Neglect
- Keywords: "sad," "crying," "won't eat" → Mental health
Using AI Suggestions
When AI Suggests a Category:
Review the suggestion
- Read AI's reasoning
- Consider if it matches your understanding
Accept or Override
- ✅ Accept if accurate
- ✏️ Change if you disagree
- 💭 Ask supervisor if unsure
Document your decision
- Add note explaining why you agreed or disagreed
- Builds better AI over time
Example:
AI Suggests: High Priority - Physical Abuse
Your Assessment: Agree ✓
Reason: Clear indicators of immediate harmWhen to Override AI
Override If:
- You have information AI didn't consider
- Cultural context changes meaning
- Caller's tone indicates different severity
- Your training tells you something else
- You know the case history
You Are Always Right: Trust your judgment. AI assists, you decide.
Smart Summaries
How It Works
After a call or when you save a case, AI generates:
- Brief summary (2-3 sentences)
- Key points extracted
- Action items identified
Example Summary
Your Detailed Notes:
Mother called at 10:15 AM stating 12-year-old daughter Maria has not been going to school for past 3 weeks. Maria cries frequently, refuses to eat properly, stays in room all day. Mother very worried. No known abuse. Family lives in Kibera. Father works away from home. Mother requests counseling help for daughter. Says Maria used to be happy child, good student. Change started suddenly 3 weeks ago after school trip.
AI Summary:
12-year-old girl (Maria) experiencing sudden behavioral changes: school refusal, crying, appetite loss, social withdrawal for 3 weeks. No abuse history. Mother requests mental health counseling. Possible depression requiring psychiatric evaluation.
Benefits
✅ Quick overview of complex cases
✅ Easy handover to other staff
✅ Fast case review for supervisors
✅ Consistent documentation format
Using Summaries
When to Use:
- Quick case handovers
- Shift briefings
- Supervisor reports
- Case list previews
When to Read Full Notes:
- Detailed follow-up needed
- Complex cases
- Legal documentation
- Sensitive situations
Editing Summaries:
- Review AI summary
- Add critical details AI missed
- Remove incorrect information
- Make it more accurate
Entity Extraction
What Are Entities?
Entities are important pieces of information AI automatically finds:
Types of Entities:
- People: Names (Maria, John, Sarah)
- Locations: Places (Kibera, Nairobi, Hospital)
- Ages: Numbers (12 years old, teenager)
- Organizations: Services (Police, Hospital, School)
- Dates/Times: When things happened
How It Helps
Before AI:
- You manually search through notes for names
- Might miss important details
- Inconsistent recording
With AI:
- Key information highlighted
- Auto-fills case form fields
- Creates quick reference list
Example
From Transcript:
"My name is Sarah and I'm calling about my daughter Maria who is 12 years old. We live in Kibera near the market. She hasn't been to Westside School in three weeks."
AI Extracts:
- Reporter: Sarah (Mother)
- Client: Maria (12 years old, Female)
- Location: Kibera
- Organization: Westside School
- Duration: 3 weeks
Your Role
Review Extracted Information:
- Check if AI got names right
- Verify ages and locations
- Correct any mistakes
- Add missing context
Common AI Mistakes:
- Confusing similar-sounding names
- Getting relationship wrong (is Sarah the mother or aunt?)
- Missing cultural name variations
- Incorrect age if not clearly stated
AI Limitations - What It Can't Do
AI Cannot
❌ Replace your empathy - Only you can comfort distressed callers
❌ Make ethical decisions - You decide what's right for each case
❌ Understand cultural context - You know local customs and norms
❌ Feel urgency - You sense when situation is critical
❌ Build relationships - Only you connect with callers
❌ Override policies - You know when to follow protocols
When Human Judgment Is Critical
Always Use Your Own Judgment For:
- Assessing immediate danger
- Deciding to call police/ambulance
- Determining if child is safe
- Evaluating caller's emotional state
- Making referral decisions
- Escalating to supervisor
AI provides data. You provide wisdom.
Privacy and AI
What AI Sees
AI processes:
- Call audio
- Text you type
- Case information you enter
- System data
What AI Doesn't See
AI does NOT:
- Store recordings permanently (deleted after processing)
- Share data outside the system
- Send information to external services
- Keep personal copies of cases
Data Protection
How Data Is Protected:
- Encrypted during processing
- Stored securely in system
- Access controlled by permissions
- Automatically deleted per retention policy
Your Responsibility:
- Only enter accurate information
- Don't share AI outputs outside system
- Follow privacy protocols
- Report any concerns
Troubleshooting AI Features
Problem: Transcription Not Appearing
Possible Causes:
- Microphone not working
- Poor call quality
- System overload
Solutions:
- Check your microphone settings
- Refresh your browser
- Contact IT if persists
- Take manual notes as backup
Problem: Translation Is Incorrect
Possible Causes:
- Heavy accent
- Technical words
- Mixed languages
Solutions:
- Verify with caller if unsure
- Edit transcript manually
- Use your language skills
- Report consistently wrong translations
Problem: AI Suggestions Don't Make Sense
Possible Causes:
- Limited information entered
- Unclear case description
- AI misunderstood context
Solutions:
- Enter more details
- Use clearer language in notes
- Override with your assessment
- Document why you disagree
Tips for Working with AI
Do:
- ✅ Review all AI outputs
- ✅ Correct mistakes you find
- ✅ Add context AI misses
- ✅ Trust your expertise
- ✅ Report consistent errors
Don't:
- ❌ Blindly accept AI suggestions
- ❌ Rely 100% on transcripts
- ❌ Skip reviewing summaries
- ❌ Ignore your instincts
- ❌ Blame AI for your mistakes
Improving AI Over Time
How AI Learns
Every time you:
- Correct a transcript
- Override a classification
- Edit a summary
- Fix an entity
AI learns and improves. Your feedback makes the system better for everyone.
Reporting Issues
When to Report:
- Consistently wrong translations
- Repeated transcription errors
- Always-wrong classifications
- System crashes or freezes
How to Report:
- Note specific examples
- Document when it happened
- Submit to IT help desk or supervisor
- Include screenshots if possible
Quick Reference
| Feature | When Active | Your Action |
|---|---|---|
| Transcription | During calls | Review after, edit mistakes |
| Translation | During calls | Verify accuracy, use judgment |
| Classification | Creating cases | Accept or override suggestion |
| Summaries | After call/case entry | Review and refine |
| Entity Extraction | During transcription | Verify and correct |
Getting Help
Questions About AI:
- Ask your supervisor
- Refer to training materials
- Contact IT for technical issues
Feedback on AI:
- Share with your supervisor
- Submit improvement suggestions
- Report bugs or errors
Remember: AI is your assistant, not your replacement. It handles routine tasks so you can focus on what matters - helping children and families in crisis. Use it wisely, trust your judgment, and always put the client first.