| LLM & AI Layer |
| LLM & AI Layer | OpenAI GPT-4o/5.2 | Primary LLM for conversational products requiring fast, high-quality text generation and function calling |
| OpenAI GPT-4o/5.2 | Primary LLM for conversational products requiring fast, high-quality text generation and function calling |
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| Anthropic Claude | Enterprise use cases needing longer context windows, document analysis, and stricter safety controls |
| Anthropic Claude | Enterprise use cases needing longer context windows, document analysis, and stricter safety controls |
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| Google Gemini | Multimodal use cases; handling text and image inputs within the same conversation |
| Google Gemini | Multimodal use cases; handling text and image inputs within the same conversation |
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| Meta LLaMA (Open Source) | On-premise deployments where data sovereignty and compliance are critical |
| Meta LLaMA (Open Source) | On-premise deployments where data sovereignty and compliance are critical |
| Chatbot & Voice Infrastructure |
| Chatbot & Voice Infrastructure | Dialogflow CX | Complex, multi-turn chatbot flows with intent-based routing (enterprise customer service) |
| Dialogflow CX | Complex, multi-turn chatbot flows with intent-based routing (enterprise customer service) |
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| RASA | Fully on-premise conversational AI where no data leaves client infrastructure |
| RASA | Fully on-premise conversational AI where no data leaves client infrastructure |
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| AWS Lex | Chatbots integrated with AWS ecosystem (Lambda, Connect, S3) |
| AWS Lex | Chatbots integrated with AWS ecosystem (Lambda, Connect, S3) |
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| Azure Bot Service | Microsoft ecosystem integrations (Teams, Dynamics, Active Directory) |
| Azure Bot Service | Microsoft ecosystem integrations (Teams, Dynamics, Active Directory) |
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| Voiceflow | Rapid prototyping and conversational flow design before development |
| Voiceflow | Rapid prototyping and conversational flow design before development |
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| Agora | Real-time voice/audio infrastructure with sub-200ms latency |
| Agora | Real-time voice/audio infrastructure with sub-200ms latency |
| Speech & Voice Pipeline |
| Speech & Voice Pipeline | Deepgram / Google STT / Azure Speech | Speech-to-Text (high accuracy and speed for voice inputs) |
| Deepgram / Google STT / Azure Speech | Speech-to-Text (high accuracy and speed for voice inputs) |
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| ElevenLabs / Azure Neural TTS / OpenAI TTS | Text-to-Speech with natural, human-like voice output |
| ElevenLabs / Azure Neural TTS / OpenAI TTS | Text-to-Speech with natural, human-like voice output |
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| Twilio / Vonage | Telephony integration for IVR systems and call center solutions |
| Twilio / Vonage | Telephony integration for IVR systems and call center solutions |