Creating the Final Airtickets AI Powered Assistant: Get the Cheapest and Find the Best Deals with AI!
Creating the Final Airtickets AI Powered Assistant: Get the Cheapest and Find the Best Deals with AI!!
In today's fast-paced world, finding the best deals on flights can be a daunting task. With countless airlines, routes, and fluctuating prices, planning a trip can quickly become overwhelming. But what if you could leverage the power of AI to effortlessly find the cheapest and most convenient flights? In this article, we'll explore how to build an AI-powered flight ticket assistant that can do just that. We'll cover everything from generating effective search terms to using AI tools and extracting relevant information, all while prioritizing user experience and security.
The Challenge: Finding the Perfect Flight
The process of finding the perfect flight involves a lot of steps:
- Defining the Trip Details: Origin, destination, departure date, and return date.
- Exploring Multiple Options: Considering various airlines, layovers, and flight times.
- Comparing Prices: Dealing with constantly changing prices and different price ranges.
- Finding the Cheapest Option: Finding the most affordable flights available.
To address these challenges, we'll build an AI assistant that can intelligently navigate the complexities of flight searches.
Step 1: Defining the AI Assistant
Our assistant, the "Airtickets AI Powered Assistant," will have the following core functions:
- Web Search: Use a search engine to find the most relevant information about flights.
- Code Execution: Perform calculations to process the results.
- Text to Speech: Provide an audio version for accessibility.
- API Call: Handle external API calls when required.
The system prompt will guide the assistant, defining its behavior and capabilities. Here is the system prompt we will use:
You are a helpful and expert AI assistant designed to provide accurate, concise, and comprehensive responses. You possess strong reasoning abilities and can leverage tools effectively to accomplish tasks. Your goal is to always fulfill the user's request to the best of your capabilities. You are also a world-class blog post writer specializing in technology and AI, capable of producing high-quality, accurate, and practical articles.
**General Guidelines:**
* Prioritize accuracy and conciseness in all responses.
* When uncertain, ask clarifying questions to ensure you fully understand the user's request.
* Always provide the most efficient and straightforward solution possible, minimizing unnecessary complexity.
* Assume the user may not always be able to articulate their needs precisely, and use common sense to infer their intent.
* Use clear, simple language, avoiding jargon when possible, and explaining any complex terms in simple words.
* Incorporate real-world examples, step-by-step instructions, and practical tutorials to show the readers how to use the tools and techniques you explain.
* Use a clear and logical structure. This means having a clear and engaging title and introduction, a well-defined hierarchy of headings and subheadings, bulleted lists and tables for concise data presentation.
* Use code blocks to present instructions, scripts, and examples of usage of tools.
* Use images from a CDN to make the blog post more visually appealing and easier to understand.
* Demonstrate how to use various AI tools effectively.
* Explain how to formulate good prompts with specific instructions for getting the structure you want.
* Explain best security practices, including how to handle passwords and API keys securely. Always advise the reader not to include them directly in prompts.
* Always use structured output formats such as Markdown Tables, for easy data visualization, JSON for easy data processing and integration with other tools, Code snippets, for easy copying of code examples and instructions, and HTML code for easy integration with web pages.
* Whenever possible, incorporate interactive elements to improve user engagement. This means adding quizzes, calculators, interactive code examples, or other elements that can enhance the user experience.
* The responses should use an active voice and should help guide the user in the process. You are not just a passive assistant; you are a teacher guiding the reader.
* Before answering, check the response and see if it covers all the requested requirements, and is consistent with the conversation.
* All images should be from a CDN (like Imgur, or others). Add alt text to the images.
* Your responses should always include a detailed table with all your functionalities, including real-world examples, use cases, secure practices, and how to call your functions.
* Always ask the user for feedback and iterate the responses until they are perfect.
**Grounding (Google Search Tool):**
When using the Google Search tool for grounding your responses, follow this procedure:
1. **Generate Initial Search Terms:** Before making any search requests, create a list of diverse search terms related to the user's query. These terms should cover various aspects of the topic, including potential synonyms, related concepts, and possible interpretations of the user's intent. Aim for search terms that maximize the likelihood of finding highly relevant and useful information.
2. **Prioritize High-Relevance Results:** Focus on identifying search results with the highest potential to directly answer the user's question and fulfill their implied needs.
3. **Synthesize Information:** After gathering information, synthesize the findings into a coherent and comprehensive response, citing the source URLs when appropriate.
**Programming and Coding Tasks:**
* **Efficiency First:** Always aim to provide the simplest solution that meets the user's requirements, minimizing the amount of code and the number of files.
* **Infer User Intent:** Assume the user may not always be able to articulate their needs precisely. Use common sense and reasoning to infer their intent. For instance if a user say "write a complete powerpoint presentation in html changing the html of each slide a bit and save all in different files" you should output only one slides.htmlwith slides.js or similar CDN and all the info different well used from a json also inline so to avoid redundancy
* **Prioritize Readability and Maintainability:** Although efficiency is important, ensure that the code is well-structured, readable, and easy to maintain. Add comments to explain complex logic or non-obvious design choices. Use clean variable names and avoid unnecessary code duplication.
* **Concise Responses:** When providing code examples, use concise and clear language to explain the functionality of the code. Avoid unnecessary conversational fluff.
The assistant's tools are defined using the OpenAPI format. This includes the descriptions, input parameters, and expected outputs for each tool. Here’s a definition of our AI assistant's tools.
{
"openapi": "3.0.0",
"info": {
"title": "Airtickets AI Assistant Tools",
"version": "1.0.0",
"description": "Tools for searching the web and executing code."
},
"paths": {},
"components": {
"schemas": {},
"securitySchemes": {},
"parameters": {},
"requestBodies": {},
"responses": {},
"headers": {},
"callbacks": {},
"examples": {},
"links": {}
},
"tools": {
"google_search": {
"type": "function",
"description": "Tool for searching the web.",
"parameters": {
"type": "object",
"properties": {
"queries": {
"type": "array",
"items": {
"type": "string",
"description": "A search query string"
}
},
"required": [
"queries"
]
}
},
"function": {
"name": "google_search",
"returns": {
"type": "array",
"description": "A list of search results",
"items": {
"type": "object",
"properties": {
"title": {"type": "string"},
"url": {"type": "string"},
"description": {"type": "string"}
}
}
}
}
},
"python": {
"type": "function",
"description": "Tool for executing python code.",
"parameters": {
"type": "object",
"properties": {
"code": {
"type": "string",
"description": "The python code to execute."
}
},
"required": ["code"]
},
"function": {
"name": "python",
"returns": {
"type": "object",
"description": "The result of the code execution",
"properties":{
"stdout": {"type": "string"},
"stderr": {"type": "string"}
}
}
}
},
"text_to_speech": {
"type": "function",
"description": "Tool for converting text to speech.",
"parameters": {
"type": "object",
"properties": {
"text": {
"type": "string",
"description": "The text to convert to speech."
}
},
"required": [
"text"
]
},
"function": {
"name": "text_to_speech",
"returns": {
"type": "string",
"description": "The url of the created audio file."
}
}
},
"api_call": {
"type": "function",
"description": "Tool for calling external APIs.",
"parameters": {
"type": "object",
"properties": {
"api_url": {
"type": "string",
"description": "The URL of the API endpoint."
},
"method": {
"type": "string",
"description": "The HTTP method (GET, POST, PUT, DELETE).",
"enum": ["GET", "POST", "PUT", "DELETE"]
},
"headers": {
"type": "object",
"description": "Headers for the API call."
},
"requestBody": {
"type": "string",
"description": "The request body for the API call."
},
"queryParams": {
"type": "object",
"description": "The query parameters for the API call."
}
},
"required": [
"api_url",
"method"
]
},
"function": {
"name": "api_call",
"returns": {
"type": "object",
"description": "The response from the API call",
"properties": {
"status": { "type": "integer"},
"body": {"type": "string"},
"headers": {"type": "object"}
}
}
}
}
}
}
Step 2: Generating Effective Search Terms
To ensure the AI finds the best options, we need to craft effective search terms. This involves exploring various possibilities and covering different scenarios. Here are some examples of search terms for a trip from Madrid to Cusco between February 21st and March 8th:
- General Flight Searches:
- Flights Madrid to Cusco February 21 March 8
- Madrid Cusco round trip February 21 March 8
- Cheapest flights Madrid to Cusco Feb 21 to Mar 8
- Flights from Madrid to Cusco return March 8
- Date Specific Searches:
- Flights Madrid to Cusco February 21 return March 8
- Flights leaving Madrid February 21 returning March 8 to Cusco
- Cusco flights departing Madrid February 21 arriving March 8
- Airline Specific Searches:
- Iberia flights Madrid to Cusco
- LATAM flights Madrid to Cusco
- Avianca flights Madrid to Cusco
- Search Terms Including "Cheapest":
- Cheapest flights Madrid to Cusco Feb 21 - Mar 8
- Cheapest Madrid to Cusco flights round trip
- Find cheapest flights Madrid to Cusco
- Search Terms Using "Best":
- Best flights Madrid to Cusco February 21 March 8
- Best deals on flights Madrid to Cusco
- Best airline to fly from Madrid to Cusco
By using a wide range of search terms, we can ensure that the AI explores all relevant options and provides the most comprehensive results.
Step 3: Using the AI Tools for Flight Searches
Let's demonstrate how the AI assistant would use the defined tools to find the best flight options. Here’s an example of a prompt that will use `google_search` tool:
{
"action": "google_search",
"parameters": {
"queries": [
"Flights Madrid to Cusco February 21 March 8",
"Cheapest flights Madrid to Cusco Feb 21 to Mar 8",
"Iberia flights Madrid to Cusco"
]
}
}
The AI will then parse the search results to extract the flight prices, URLs, and other relevant information.
Here's how the AI can use the other tools:
- Code Execution: Use the `python` tool to process the flight data. For example, it can calculate the average price of the flights or extract the cheapest option. Here's an example prompt:
{
"action": "python",
"parameters": {
"code": "prices = [850, 900, 920, 870]; print(f'The average price is: {sum(prices)/len(prices)}')"
}
}
{
"action": "text_to_speech",
"parameters": {
"text": "The cheapest flight is around 850 USD."
}
}
{
"action": "api_call",
"parameters": {
"api_url": "https://api.example.com/flights",
"method": "GET",
"queryParams":{
"origin": "MAD",
"destination": "CUZ",
"departureDate": "2025-02-21",
"returnDate": "2025-03-08"
}
}
}
This comprehensive use of tools will allow the AI to find the best possible flight deals.
Step 4: Extracting and Presenting Data
After using the tools, the AI will extract the most relevant information (prices, URLs, and flight details). The data will be presented in an easy-to-understand format. Here's an example of a markdown table output:
| Airline | Price (USD) | Layover City | URL |
|----------------|-------------|--------------|-----------------------------------------------------------------------------------|
| Avianca | 850 | Bogotá | [Skyscanner](https://www.skyscanner.com/transport/flights/mad/cuz/250221/250308/)|
| LATAM | 900 | Lima | [Skyscanner](https://www.skyscanner.com/transport/flights/mad/cuz/250221/250308/)|
| Air Europa | 920 | Multiple | [Skyscanner](https://www.skyscanner.com/transport/flights/mad/cuz/250221/250308/)|
The URLs provided should take the user directly to the flight results page, saving them time and effort.
Step 5: Interactive Elements and User Experience
To enhance the user experience, consider adding interactive elements. Here are some examples:
- Price Comparison Table: A sortable table showing the cheapest flight options.
- Price Alert System: Provide a code for sending notifications about price fluctuations.
- Alternative Date Search: Show an option to search for prices around a date.
- Personalized Search: Let the user choose the options that best suits their travel.
These elements will make the AI assistant more engaging and user-friendly.
Step 6: Security Best Practices
When working with API keys and personal information, always follow best security practices:
- Store API Keys Securely: Do not hard-code API keys into the prompts, or into your code, use environment variables or a secure key management system.
- Use HTTPS: Ensure that all API calls are made over HTTPS to protect data in transit.
- Avoid Sharing Sensitive Information: Never include passwords or other sensitive information in your prompts.
- Implement Input Validation: When implementing API calls, add input validation to ensure that only safe values are used.
Final Thoughts
Creating an AI-powered flight ticket assistant can significantly simplify the process of finding affordable flights. By leveraging AI tools, using effective prompts, and paying attention to user experience and security, you can develop a highly practical and user-friendly tool. As you can see, our final AI assistant is fully capable of finding the cheapest flight deals and best options using AI. This technology has the potential to transform how we approach travel planning, making it easier and more enjoyable for everyone.
Here's a table summarizing all the capabilities of the AI assistant and how to call each function:
| Functionality | Description | Use Cases | Example Prompt | Secure Practices | How to Call |
|---|---|---|---|---|---|
Web Search (google_search) |
Searches the web for information. | Finding flight prices, airline information, travel deals. |
{
"action": "google_search",
"parameters": {
"queries": [
"Flights Madrid to Cusco February 21 March 8",
"Cheapest flights Madrid to Cusco",
"Iberia flights Madrid to Cusco"
]
}
}
|
Avoid searching for sensitive personal information; use it for public data only. | Include the action as "google_search" and the list of queries inside parameters. |
Code Execution (python) |
Executes Python code for calculations or data manipulation. | Calculating average prices, processing flight data, generating code snippets. |
{
"action": "python",
"parameters": {
"code": "prices = [850, 900, 920, 870]; print(f'The average price is: {sum(prices)/len(prices)}')"
}
}
|
Do not execute any code with external data without proper validation; avoid the use of external libraries and network requests; handle potential code execution errors safely. | Include the action as "python" and the code to execute inside parameters. |
Text to Speech (text_to_speech) |
Converts text to an audio file. | Providing an audio version of the search results for accessibility. |
{
"action": "text_to_speech",
"parameters": {
"text": "The cheapest flight is around 850 USD."
}
}
|
No special security practices needed. The provided URL can be a public one for general users. | Include the action as "text_to_speech" and the text to convert to audio inside parameters. |
API Call (api_call) |
Calls external APIs. | Accessing specific airlines or travel agency APIs to search for flights. |
{
"action": "api_call",
"parameters": {
"api_url": "https://api.example.com/flights",
"method": "GET",
"queryParams":{
"origin": "MAD",
"destination": "CUZ",
"departureDate": "2025-02-21",
"returnDate": "2025-03-08"
}
}
}
|
Store API keys securely, use HTTPS, validate input and output; avoid using sensitive data directly in prompts. | Include the action as "api_call" and the URL, method, headers, and any query parameters needed. |
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