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How Q4 Inc. used Amazon Bedrock, RAG, and SQLDatabaseChain to address numerical and structured dataset challenges building their Q&A chatbot

AWS Machine Learning

The Q4 Platform facilitates interactions across the capital markets through IR website products, virtual events solutions, engagement analytics, investor relations Customer Relationship Management (CRM), shareholder and market analysis, surveillance, and ESG tools. LangChain supports Amazon Bedrock as a multi-foundation model API.

Chatbots 127
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Conversation Intelligence Vs Conversational Intelligence: The Difference Is Much Greater Than You Think!

SmartKarrot

Backend Integration To fulfill the user’s request, the conversational platform may need to integrate with various backend systems or APIs. For example, if the user asks for the latest news headlines, the platform may connect to a news API to gather relevant information.

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How to Find Business Phone Numbers: A Sales Prospecting Guide

JustCall

Sales teams spend hours calling the wrong numbers and searching for correct contact details, draining resources and damaging revenue potential. Pro tip: Use these tools to bulk export contact data and integrate it directly into your CRM, streamlining your prospecting process.

Sales 40
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8 Best CPQ Tools for 2025: How to Choose the Right One

Cincom

4- Seamless Integration: Breaking Down Sales Silos CPQ isnt a standalone toolits the connective tissue between CRM, ERP, and other business platforms. Cincom CPQ Cincom CPQ is designed for complex manufacturers, offering full control over product configurations, pricing, and quoting to maximize revenue potential.

CRM 40