๐ค What is ClaudIA?
ClaudIA is the generative AI customer service agent from Cloud Humans. It was created to answer customer inquiries with greater agility and empathy, using a content database from your company.
It is powered by language models (LLMs) and trained with content extracted from tickets, FAQs, and documents provided by your team. As a result, it can interpret messages and respond based on the registered content.
๐งฉ How does ClaudIA respond to requests?
ClaudIA operates based on pairs of question/title and answer, which we call IDS (Intelligent Data Semantics). Each IDS is a piece of content that can be triggered whenever a customer asks a similar question.
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The customer sends a request.
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ClaudIA performs a semantic search in the IDS database.
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It identifies the most relevant content and responds based on it.
Each piece of content in ClaudIA's database is registered by section (which we call IDS). For each IDS, we configure:
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The question/title: which is how the customer should trigger that content.
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The answer: which will be sent when the question is asked.
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The type of content: which can be:
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N1
: when ClaudIA responds alone; -
N2
: when the ticket needs to be directed to a human attendant; -
Interactive
: Activates automated flows, such as queries to spreadsheets or APIs, using Eddie.
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The tag: used to categorize the service.
If the chosen type is Interactive
, it will be possible to select the corresponding interactive flow that will be activated from that IDS/section.
๐ท๏ธ What is a TAG? How does it work?
Each IDS content receives a tag, which is used to categorize the service. The Tagger is the mechanism of ClaudIA that automatically defines the final tag of the ticket.
How it decides:
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Identifies which IDS content was used with the most relevance.
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Applies the corresponding tag:
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If it is N2 content โ uses the tag from the section that overflowed to N2.
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If it is Interactive content โ uses the tag from the section that triggered Eddie's flow.
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If it is N1 โ uses the tag from the most relevant content of the ticket.
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If no content is used, the tag will be NO_TAG.
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The tag must be written in lowercase, without accents, without "รง" and separated by underscores (e.g.,
incomplete_certificate
). -
The tag is used to generate reports and service metrics.
๐งผ How do we create the content database?
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We extract tickets from your helpdesk (25% of the average volume).
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We clean the content by removing duplicates.
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We cluster questions into similar groups (to avoid duplicates), so we know the most common questions asked by customers.
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After extracting the questions, we build answer suggestions based on:
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Answers provided by agents in the tickets.
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Additional provided content (FAQs, training, etc).
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We generate a Google Sheets with the suggested questions and answers.
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You validate this content in Sheets, reviewing:
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If the question is clear and specific
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If the answer is correct and up-to-date
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If the content is useful or irrelevant
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What is the correct tag for that content
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What the type is: N1 or N2
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๐ Best practices for creating or validating content
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Avoid overly broad questions/titles. Example:
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Can I change the order?
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Can I change the purchase order after issuance?
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Do not use greetings in the responses. ClaudIA does that automatically.
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Avoid creating duplicate sections. This confuses the model and harms performance.
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Use clear and well-written questions/titles. Correct spelling.
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Prefer to direct lengthy instructions to external links. Example of a response that directs to FAQ:
You can renew your certificate by following the step-by-step available at the following link: [link].
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You can include specific instructions for ClaudIA directly in the IDS question/title. Example of a question with specific instruction:*
[If you decide to use the answer below, always send it complete without changing anything] How to request a refund?
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Make variations of questions/titles within the same section/IDS. Example of how to structure:
I don't have an ID at the moment, can I still participate? / I will not have my RG on the day, is it okay to go like that? / If I am without identity, is entry still allowed?
๐ Template for content creation/validation
Use this link to access the spreadsheet template used in the creation/validation phase:
๐ Content Validation Template