Prompt
What should I use to build a voice bot that handles incoming support calls?
Latest observation
Oct 14, 2026
OpenAI APIWeb search: off
To build a voice bot for incoming support calls, you typically want a stack with these pieces:
-
Telephony / call handling
- Twilio Voice, Vonage, or Amazon Connect
- Handles phone numbers, inbound calls, routing, recording, transfers
-
Speech-to-text (STT)
- Converts caller speech into text
- Good options: Deepgram, Google Speech-to-Text, Azure Speech, AWS Transcribe
-
Conversation engine / orchestration
- Decides what the bot says and does next
- Can be:
- a custom backend with an LLM
- a dialogue manager like Rasa
- a voice agent platform like Vapi, Retell, Bland, OpenAI Realtime API-based setup
-
LLM / intent handling
- For natural conversation, FAQs, troubleshooting, and collecting structured info
- OpenAI, Anthropic, or another model provider
- Often used with tool/function calling to query your CRM, ticketing system, order system, etc.
-
Text-to-speech (TTS)
- Converts responses back to voice
- Good options: ElevenLabs, Amazon Polly, Azure TTS, Google TTS
-
Backend integrations
- Connect to your support stack:
- Zendesk, Salesforce, Freshdesk, ServiceNow, etc.
- For ticket lookup, identity verification, escalation, and call routing
- Connect to your support stack:
-
Human handoff
- Very important for support calls
- Let the bot transfer to a live agent when needed, with call context
Practical recommendations
If you want the fastest path
Use a managed voice-agent platform:
- Twilio + Vapi
- Twilio + Retell
- Amazon Connect + Amazon Lex/Bedrock
- OpenAI Realtime API with telephony integration
This is best if you want to launch quickly and avoid building low-level audio streaming yourself.
If you want more control
Build your own:
- Twilio Voice for calls
- Deepgram for STT
- OpenAI for conversation logic
- ElevenLabs for TTS
- FastAPI / Node.js backend for orchestration and integrations
This gives you flexibility but more engineering work.
My default recommendation
For most support-call use cases:
- Twilio + OpenAI + Deepgram + ElevenLabs
- Add a strong handoff to human agents
- Integrate with your ticketing/CRM system
If you want, I can suggest:
- a cheap MVP stack
- an enterprise-ready stack
- or a specific architecture diagram for your use case.