TL;DR B2B customer service means supporting multiple people within the same account, including end users, admins, finance or procurement contacts, and executive sponsors, each with a different definition of a resolved ticket. Traditional support bots handle one conversation at a time and often lose account context when requests move between contacts, channels, or teams, forcing […]

TL;DR A vector embedding is a list of numbers that represents meaning, placing similar concepts closer together in a mathematical space. AI chatbots use embeddings to match questions by meaning rather than exact wording, which is a core part of retrieval-augmented generation (RAG). Anthropic recommends Voyage AI for embeddings, while OpenAI, Google, and Cohere provide […]

TL;DR An FAQ chatbot answers repetitive questions by matching user queries with a knowledge base and returning grounded responses using rules, AI retrieval, or both. Modern FAQ chatbots use confidence checks to deliver instant answers for strong matches and fall back to broader retrieval or human handoff when confidence is low. Rule-based bots work well […]

TL;DR Multimodal chatbots let customers share photos, screenshots, documents, video, or audio directly in a conversation, giving AI more context than text alone. YourGPT’s Attachment Capture node in AI Studio can collect these files mid-conversation, while vision-capable AI models can analyze and understand their contents. Key use cases include ecommerce returns, insurance and warranty claims, […]

A customer asks where their order is. A traditional bot pastes a tracking link and calls it done. An agentic system checks the carrier API, sees the shipment stuck at a depot, applies a credit under the delay policy, updates the CRM, and messages the customer before they’ve had time to get annoyed. Same question. […]

TL;DR A ticketing system converts requests that arrive by email, chat, phone, or web form into trackable records with an owner, a status, and a priority level. Centralizing requests this way cuts response delays, gives support teams visibility into backlogs, and creates a record useful for reporting and audits. Options range from lightweight help desk […]