❔ About CCaaS (aka. Contact Center as a Service)
Cf Gartner :
"Gartner defines contact center as a service (
CCaaS) as solutions offering SaaS-based applications that enable customer service departments to manage multichannel customer interactions holistically from both a customer-experience and employee-experience perspective. CCaaS solutions offer an adaptive, flexible delivery model with native capabilities across the four functional components of the technology reference model for customer service and support. CCaaS providers also offer productized integrations with partner solutions through application marketplaces."
👉 Today, we'll cover some of these aspects by focusing on how to efficiently route a huge number and variety of questions into a ridiculuous little amount of topics so they can be efficiently managed by the proper adequate services.
To achieve that, we'll use 100% Open Source software, on locally running LLMs, thanks to the following stack :
- 📘 A custom hand-made dataset
🦙 ollama🤖 gemma2- 🔀 Semantic Router | Aurelio AI
💰 Expected benefits
- Save a lot of human time
- Save a lot of money (less LLM/GPU calls)
- Dispatch tasks according to their kind or complexity on different channels
- Keep (Kanban-like) swimlanes clean to get an optimal throughput
🍿 Demo for impatients
📚 Data sources
- Public Facebook human moderations
- Corporate websites
Below some real life datasources I used:
- Je déménage et je souhaite que mon fixe et mon Internet me suivent
- Je déménage et je suis client CCP
- Pour toutes assistance concernant une coupure ou une perturbation de ma ligne Fixe ou Internet
- Bien entretenir ma ligne de téléphonie fixe
🗣️ Real life Q&A interactions examples
Below some real life customer Q&As:
"Je déménage et je souhaite que mon fixe et mon Internet me suivent"
💡 Answer : Go to https://www.opt.nc/particuliers/telephonie-fixe/je-demenage-et-je-souhaite-que-mon-fixe-et-mon-internet-me-suivent
"Je déménage et je suis client CCP"
💡 Answer : Go to https://www.opt.nc/particuliers/services-financiers/je-demenage-et-je-suis-client-ccp
🔖 Resources
Source code is available below :
Top comments (8)
❔ About
A long time ago I asked about
ollamacode samples :This PR shows-up what could be achieved thanks to semantic-router in a real life case. Therefore, here are some gifts for you :
Thank you for very cool feedback and content you provide on your YT channel @jamescalam 🙏
Congratulations.