How AIsuru finds answers
When a user asks your Agent a question, AIsuru uses an advanced semantic search system to find the most relevant answer. Understanding how this works will help you optimize your contents for increasingly precise and useful responses.
The semantic search process
1. Converting to vectors
Every time you create a content or a user asks a question, AIsuru converts the text into a numerical representation called a vector (embedding). These vectors capture the semantic meaning of words and phrases, letting the system understand the context and intent behind a message.
2. Similarity search
When a user asks a question, the system:
Converts the question into a vector
Compares this vector against all the vectors from your available contents
Calculates semantic similarity to find the most relevant contents
3. Intelligent response
Based on the search results, AIsuru uses one of two strategies:
Direct match: If it finds a very similar question in your contents, it immediately provides the associated answer. This ensures fast, precise responses for common questions.
Generative AI assist: If it doesn't find a close match, it selects the most similar contents and passes them to the generative AI, which formulates a personalized response using the most relevant information.
AIsuru's proprietary NLP technology
This process is powered by AIsuru's proprietary Natural Language Processing (NLP), which offers:
Semantic understanding: goes beyond simple keyword matching to understand the real meaning of questions
Linguistic flexibility: recognizes questions phrased in different ways but with the same meaning
Multilingual support: works effectively across different languages
Continuous learning: constantly improves search accuracy
Benefits for your users
This advanced system ensures:
Precise answers: always finds the most relevant information
Natural experience: users can ask questions in their own words
Fast responses: optimized process for quick performance
Consistency: maintains response quality even with large volumes of content
Tips for optimizing your contents
To get the most out of this system:
Vary your questions: create different variants for the same topic
Use natural language: write the way your users actually speak
Cover synonyms: include alternative terms for the same concepts
Test regularly: check that responses are relevant in real conversations
AIsuru's semantic search system is the technological core that makes your Agents truly intelligent and useful.
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