diff --git a/packages/server/src/services/ai.ts b/packages/server/src/services/ai.ts
index 7056f1547..277ec6c39 100644
--- a/packages/server/src/services/ai.ts
+++ b/packages/server/src/services/ai.ts
@@ -104,14 +104,28 @@ export const suggestVariants = async ({
 				),
 			}),
 			prompt: `
-        Act as advanced DevOps engineer and generate a list of open source projects what can cover users needs(up to 3 items).
+        Act as advanced DevOps engineer and analyze the user's request to determine the appropriate suggestions (up to 3 items).
+        
+        CRITICAL - Read the user's request carefully and follow the appropriate strategy:
+        
+        Strategy A - If the user specifies a PARTICULAR APPLICATION/SERVICE (e.g., "deploy Chatwoot", "install sendingtk/chatwoot:develop", "setup Bitwarden"):
+        - Generate different deployment VARIANTS of that SAME application
+        - Each variant should be a different configuration (minimal, full stack, with different databases, development vs production, etc.)
+        - Example: For "Chatwoot" → "Chatwoot with PostgreSQL", "Chatwoot Development", "Chatwoot Full Stack"
+        - The name MUST include the specific application name the user mentioned
+        
+        Strategy B - If the user describes a GENERAL NEED or USE CASE (e.g., "personal blog", "project management tool", "chat application"):
+        - Suggest different open source projects that fulfill that need
+        - Each suggestion should be a different tool/platform that solves the same problem
+        - Example: For "personal blog" → "WordPress", "Ghost", "Hugo with Nginx"
+        - The name should be the actual project name
         
         Return your response as a JSON object with the following structure:
         {
           "suggestions": [
             {
-              "id": "project-slug",
-              "name": "Project Name",
+              "id": "project-or-variant-slug",
+              "name": "Project Name or Variant Name",
               "shortDescription": "Brief one-line description",
               "description": "Detailed description"
             }
@@ -120,10 +134,14 @@ export const suggestVariants = async ({
         
         Important rules for the response:
         1. Use slug format for the id field (lowercase, hyphenated)
-        2. The description field should ONLY contain a plain text description of the project, its features, and use cases
-        3. Do NOT include any code snippets, configuration examples, or installation instructions in the description
-        4. The shortDescription should be a single-line summary focusing on the main technologies
-        5. All projects should be installable in docker and have docker compose support
+        2. Determine which strategy to use based on whether the user specified a particular application or described a general need
+        3. For Strategy A (specific app): The name must include the app name and describe the variant configuration
+        4. For Strategy B (general need): The name should be the actual project/tool name that fulfills the need
+        5. The description field should ONLY contain a plain text description of the project or variant, its features, and use cases
+        6. Do NOT include any code snippets, configuration examples, or installation instructions in the description
+        7. The shortDescription should be a single-line summary focusing on key technologies or differentiators
+        8. All suggestions should be installable in docker and have docker compose support
+        9. Provide variety in your suggestions - different complexity levels, tech stacks, or approaches
         
         User wants to create a new project with the following details:
         
@@ -186,6 +204,24 @@ export const suggestVariants = async ({
               6. If a service depends on a database or other service, INCLUDE that service in the docker-compose
               7. Make sure all required services are defined in the docker-compose
 
+              Docker Image Rules (CRITICAL):
+              1. ALWAYS use 'image:' field, NEVER use 'build:' field
+              2. NEVER use 'build: .' or any build directive - we don't have local Dockerfiles
+              3. Use images from Docker Hub or other public registries (e.g., docker.io, ghcr.io, quay.io)
+              4. For dependencies (databases, redis, etc.), use official images (e.g., postgres:16, redis:7, etc.)
+              5. Always specify image tags - avoid using 'latest' tag, use specific versions when possible
+              6. Examples of correct image usage:
+                 - image: sendingtk/chatwoot:develop
+                 - image: postgres:16-alpine
+                 - image: redis:7-alpine
+                 - image: chatwoot/chatwoot:latest
+              7. Examples of INCORRECT usage (DO NOT USE):
+                 - build: .
+                 - build: ./app
+                 - build:
+                     context: .
+                     dockerfile: Dockerfile
+
 			  Volume Mounting and Configuration Rules:
               1. DO NOT create configuration files unless the service CANNOT work without them
               2. Most services can work with just environment variables - USE THEM FIRST
@@ -214,6 +250,8 @@ export const suggestVariants = async ({
                 - serviceName: the name of the service in the docker-compose
               2. Make sure the service is properly configured to work with the specified port
               
+              User's original request: ${input}
+              
               Project details:
               ${suggestion?.description}
             `,