AI-powered support that handles 70% of tickets automatically. Voice and chat. Smart escalation to humans when needed.
Support teams are overwhelmed. Response times stretch to hours or days. After-hours tickets pile up. Hiring more agents is expensive ($50K+ per year). 60-70% of tickets are repetitive questions that could be automated.
Technical architecture overview
AI agent answers common questions via voice and chat. Natural language understanding identifies intent. Knowledge base integration for accurate responses. Smart routing sends complex issues to human agents with context. Continuous learning improves accuracy over time.
Core components of the system
OpenAI GPT-4 / Anthropic Claude
Natural language understanding and response generation
ElevenLabs / Deepgram
Phone support with speech-to-text and text-to-speech
Vector Database (Pinecone/Weaviate)
Semantic search across docs, FAQs, past tickets
Zendesk/Intercom API
Create tickets, track conversations, escalate to humans
React + Recharts
Resolution rates, common issues, escalation patterns
What makes this solution powerful
AI analyzes ticket content and routes to the right team or specialist. Technical issues go to engineering, billing to finance. Reduces resolution time by 40%.
When AI can't solve an issue, it escalates to humans with full conversation history, customer data, and suggested solutions. No 'start from scratch'.
Same AI powers phone, chat, email, and social media support. Consistent responses across all channels. Customer history syncs automatically.
AI improves from every interaction. Human agent resolutions feed back into knowledge base. Accuracy increases 5-10% per month in first 6 months.
Step-by-step deployment process
Week 1-2: Analyze support tickets to identify top 20 questions (usually 70% of volume). Build knowledge base. Train AI on your product, policies, and tone of voice.
Week 3: Integrate with ticket system. Build escalation workflows. Set up routing rules. Deploy internal testing environment.
Week 4-5: Beta launch with 20% of traffic. Monitor resolution rates and customer satisfaction. Refine responses. Gradually increase to 100%.
Metrics from actual implementations
Time Saved
After-Hours Captured
Payback Period
Learn from our experience
Don't: Launch at 100% traffic immediately. Start with simple questions, prove accuracy, then expand.
Don't: Use AI without human oversight in first 90 days. Quality control is critical during learning phase.
Don't: Ignore customer feedback. If people are frustrated, dial back AI coverage until accuracy improves.
Don't: Train on outdated documentation. AI is only as good as its knowledge base - keep it current.
Most companies see 60-75% automation rate after 3 months. Simple questions (password resets, status checks, FAQs) hit 95%. Complex technical issues stay with humans. The key is smart escalation so customers never feel stuck with a bot.
Multiple safeguards: (1) AI only answers from verified knowledge base, (2) Confidence scoring - low confidence triggers human review, (3) Human-in-the-loop for first 90 days reviews all AI responses, (4) Customer feedback captures 'not helpful' responses for retraining.
Yes. We integrate with all major platforms: Zendesk, Intercom, Freshdesk, HubSpot, Salesforce Service Cloud. Custom integrations available via API for proprietary systems.
Configurable security rules. High-value actions (refunds over $X, account deletions) auto-escalate to humans. AI can collect information and prepare the case, but final approval stays with your team.
Typical payback is 4-6 months. If you're spending $200K/year on support staff, AI handling 70% of volume saves ~$140K/year. Initial build cost ($25-50K) + ongoing costs ($500-1K/month) pays back quickly.
Get custom implementation in 3-5 weeks. $25K-50K. Proven ROI.
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