Update README.md

README.md

@@ -9,11 +9,11 @@ tags:
 - urban
 - climate
 ---
-# AinoAI
-AinoAI is a LLM designed by Aino, a company specializing in smart GIS analysis. The model empowers both technical and non-technical users to perform comprehensive geospatial analyses with a focus on geometry processing.
+# Aino AI
+Aino AI is a LLM designed by Aino, a company specializing in smart GIS analysis. The model empowers both technical and non-technical users to perform comprehensive geospatial analyses with a focus on geometry processing.
 
 ## Model Overview
-AinoAI is a first generation model that specifies on a geospatial analysis with PostGIS. The model is a version of finetuned Mistral 7B for converting user prompts to SQL including spatial functions like ST_Buffer, ST_Distance, ST_Envelope and others. 
+Aino AI is a first generation model that specifies on a geospatial analysis with PostGIS. The model is a version of finetuned Mistral 7B for converting user prompts to SQL including spatial functions like ST_Buffer, ST_Distance, ST_Envelope and others. 
 
 ## Applications
 Since AinoAI is used for complex tasks, it has strict input format:
@@ -78,7 +78,7 @@ Benchmarking
 Test dataset consists of examples to evaluate SQL creation for filtering by parameters, geometry processing, join operators for processing list of tables at onetime and math operations – ratio of elements and geometries, percentage. Since other LLM in list are  perfect for chat-like interaction, geospatial analysis is relativelly narrow branch of knowledges and for precise results model need to be trained in a proper way with focus on speciffic. 
 
 ## Access
-AinoAI is exclusively available through the Aino application, accessible via subscription. For more information, visit Aino.
+AinoAI is exclusively available through the Aino application, accessible via subscription. For more information, visit https://aino.world/.
 
 ## Future Development