Systems and Methods for Collecting, Processing, and Comparing Multi-Source Online Vehicle Data

Abstract

The invention describes a method for comparing online vehicle advertisements through multi-source data analysis and presenting an evaluation to the user. Within this method, the user transmits the link to the online advertisement for the vehicle under evaluation, along with any user preference criteria, to the server via their device. The server retrieves the advertisement content, and the processor processes this content to obtain technical and commercial information about the vehicle, such as make, model, equipment package, engine type, fuel type, transmission information, mileage, model year, and price. Information from active vehicle advertisements is retrieved from various online data sources and compared with the information about the vehicle under evaluation. Vehicles with the same or similar characteristics are considered as benchmarks in this comparison, and a price analysis and market value of the vehicle are determined.The vehicle information and comparison results obtained are processed by an AI-powered analysis engine to create a detailed assessment of the vehicle's market position, strengths and weaknesses, and potential alternatives, and this assessment is presented to the user's device.

Description

Collection, Processing, and Management of Multi-Source Online Vehicle Data. System and Method for Comparison Technological Field: The invention relates to the computer-based analysis of online vehicle advertisements. and in particular vehicle information obtained from various online data sources processing, comparison with comparable vehicle data, market value of the vehicle determination and analysis of the results with the help of artificial intelligence It relates to systems and methods for evaluating and presenting the information to the user. State of the Art: Today, on online vehicle classifieds platforms, information regarding vehicles offered for sale... make, model, model year, mileage, engine type, fuel type, transmission, equipment Information such as price is provided to users. Users are provided with this information. platforms that utilize various filtering criteria to have specific characteristics They can access vehicle advertisements and compare the vehicle they are interested in with other advertisements. They can compare. The online classifieds systems used in conventional technology generally include vehicle advertisements. listing, filtering according to user-defined criteria and related It is based on displaying advertisements. Therefore, the market for a particular vehicle... During the assessment of the user's situation within the given conditions, reviewing numerous advertisements individually, examining the technical and commercial specifications of the vehicles. comparison and evaluation based on the information in question. It may be necessary to do so. Information about the same or similar vehicles in different online data sources. This information can be found, but it must be obtained from different sources. 1. Evaluation of all components within a single analysis process is beneficial for the user. This can create difficulties, especially considering factors like price, mileage, model year, and equipment package. a combination of numerous variables such as engine type, fuel type, and transmission This evaluation makes direct manual comparison difficult. In addition, this relates to a specific vehicle advertisement that the user wishes to review. Automatic content retrieval, extraction of vehicle information from the advertisement, Comparison with active vehicle listings obtained from different online sources and the comparison data obtained within a single evaluation process It needs to be processed. In addition, similar listings are not only listed for the user but also evaluated. Analyzing data on the vehicle in question and comparable vehicles together will determine the vehicle's market value. determining its value and making the results understandable to the user. It should be presented in the form of an evaluation. Therefore, vehicle data is automatically extracted from different online data sources. the collection and comparison of data relating to the vehicle in question, Performing a comparable sales and price analysis and the results obtained. enabling the results to be presented to the user with the help of artificial intelligence. An integrated system is needed. Brief Description of the Invention: The invention enables the automated processing of technical and commercial information contained in online vehicle advertisements. obtaining comparable vehicles from various online data sources comparison with the data and, as a result of this comparison, the vehicle a system that enables the creation of a market assessment related to and It relates to the method. Within the scope of the invention, the user accesses the system via their device. The advertisement content from the transmitted vehicle advertisement link is retrieved by the server and the advertisement is displayed. The brand, model, equipment package, engine type, and fuel type included in section 2, Technical and commercial information about the vehicle, such as transmission information, mileage, model year, and price. The information is obtained and processed by the processor. The system includes information about the vehicle being evaluated, as well as various online resources. It also collects information on active vehicle listings found in data sources. The processor uses information about the vehicle under evaluation and data obtained from active vehicle listings. comparing the information obtained and evaluating vehicles similar to the vehicle in question This allows it to be considered as a precedent. During the comparison, the vehicle being evaluated must be of the same make, model, and... Vehicles with specific technical specifications are given priority, if necessary. In that case, alternative vehicles in a similar economic class should also be considered. is included in the process. Technical and commercial information regarding comparable vehicles is used to evaluate the vehicle in question. This information is processed to perform a price analysis and determine the market price of the vehicle. Its value is being determined. The invention also includes information about the vehicle in question and The results of the comparison were analyzed using an AI-powered analysis engine. is processed by. The AI-powered analysis engine processes this data. by evaluating the vehicle's price situation, its position in the market, and its strengths together aspects, points to consider and possible alternatives It constitutes an explanatory assessment. The main purpose of the invention is to provide users with access to vehicle information available online. Instead of reviewing each item individually, information relating to a specific vehicle advertisement is compiled. automatic acquisition, found in different online data sources comparison with comparable vehicle data and the results of that comparison The purpose is to determine the market value of the vehicle. 3. Another purpose of the invention is to differentiate vehicles of the same make, model and technical specifications. to prioritize evaluation and, if necessary, similar economic The vehicles in the class are also included in the analysis for evaluation. The goal is to conduct a comprehensive comparative analysis of the vehicle. Another purpose of the invention is to provide information regarding the vehicle under evaluation and comparable vehicles. evaluating data through an AI-powered analysis engine Instead of simply listing comparable ads, it provides price analysis and market insights. a detailed explanation of its position, strengths and weaknesses, and possible alternatives. The goal is to create an evaluation. Another purpose of the invention is to analyze online vehicle advertisements, and to identify vehicles. Obtaining information, identifying comparable vehicles, comparing vehicles. and an integrated process for generating the evaluation result. The goal is to ensure that this is carried out within the system. Description of the Invention: The invention enables the automatic analysis of vehicle advertisements published online. the announcement of technical and commercial information regarding the vehicle in question for evaluation. obtaining this information from its content, different online data compare this with information about vehicles found in the sources and the creation of a market assessment for the vehicle as a result of the comparison It relates to a computer-based system and method that provides this. The invention includes a system consisting of a user device, server, processor, database, and communication components. It includes an interface and an AI-powered analysis engine. The user device enables the user to interact with the system and is controlled by the system. It is an electronic device that allows the user to view the generated results. the device is a computer, laptop, tablet, smartphone or server with data It could be a similar electronic device capable of facilitating communication. 4 The server handles the data exchange between the user device and the system. the system manages and evaluates the vehicle and the advertisement link related to it is uploaded to the system. It enables the retrieval of data from various online sources. It ensures that the obtained vehicle information is transferred to the system. The communication interface is the interface between the user device, the server, and online data sources. It enables data communication to take place. The AI-powered analysis engine runs on the server and utilizes the processor. comparison results with vehicle data obtained by the organization It is a software-based analysis structure that enables processing. The user provides the online listing link for the vehicle they wish to have evaluated. The user transmits this information to the system via their device. The user's vehicle preference If criteria exist, those preference criteria also apply to the user device. It can be transferred to the system via this method. The ad link transmitted from the user's device is sent to the server via the communication interface. is being transferred. The server receives the link from the online source associated with the ad. This ensures that the advertisement content is uploaded to the system. This allows the user to post their advertisement. It is not necessary to enter the information about the vehicle inside separately into the system. The advertisement content is obtained by the system without any further action. The advertisement content received by the server is processed by the processor. The processor, Technical and commercial information regarding the vehicle in question is included in the advertisement content. It determines the information. This technical and commercial information includes the vehicle's make, model, and equipment package. engine type, fuel type, transmission information, mileage, model year, and It may include the price. Technical and commercial information obtained by the processor from the advertisement content, in creating a vehicle data record representing the vehicle under evaluation It can be used. The information obtained is in the database. It can be hidden. The evaluation within the scope of the invention is based solely on a single submission from the user. This is not done using the information in the vehicle advertisement. The system uses different methods. Regarding active vehicle advertisements published on online data sources It also collects information. Vehicle information obtained from various online data sources is sent to the server. The vehicle information in question is transmitted and processed by the processor. and in the database for use in comparison processes It can be hidden. The database contains technical and commercial information about the vehicle being evaluated, as well as data obtained from different online data sources and used in peer review It ensures the storage of information regarding the vehicles used. The processor retrieves information about the vehicle in question from active online listings. It compares the information regarding the vehicles obtained. During the comparison, the vehicle being evaluated must be of the same make, model, and... Vehicles with specific technical specifications are given priority. Thus... Comparative listings for active vehicles with similar characteristics to the vehicle under evaluation. It is ensured that it is evaluated accordingly. In addition to vehicles that can be directly compared to the vehicle under evaluation, If necessary, alternative vehicles in a similar economic class may also be considered. It can be included in the analysis process. In this way, the evaluation process is only without being limited to vehicles of the same make and model, the vehicle in question is subject to evaluation. It can also include vehicles that could offer an economic alternative. 6 After determining the data regarding comparable vehicles, the processor, Technical and commercial information about the vehicle in question, and information about comparable vehicles. It evaluates the corresponding information together. In this context, the price and model year of the vehicle in question and comparable vehicles are considered. Mileage, equipment package, engine type, fuel type, transmission information, and advertisement. one or more of its other technical and commercial features They can be compared. Thanks to this comparison, the vehicle in question can be evaluated solely based on the advertisement. Not in terms of price, but in terms of the technical and commercial specifications of the vehicle and its market position. Evaluation by considering the characteristics of comparable vehicles found together. is provided. The processor retrieves price information for comparable vehicles, along with technical and commercial data for those vehicles. By evaluating the information together, the price of the vehicle in question is determined. It is conducting its analysis. Based on the price analysis conducted, the vehicle in question is compared with comparable vehicles. The price situation and market value of vehicles are determined. In this context, the advertised price of the vehicle in question is compared with the prices of comparable vehicles. and the relevant technical and commercial characteristics of the vehicles within the same evaluation process. is used. Thus, the current market of the vehicle in question is evaluated. Comparative data regarding its position within the system is obtained. Within the scope of the invention, the processor obtains the following from the advertisement content: The vehicle information subject to evaluation was obtained from various online sources. Information regarding active vehicle listings and the processes carried out on that information. The results of the comparison are fed into an AI-powered analysis engine. 7. The AI-powered analysis engine evaluates the technical and commercial aspects of the vehicle under consideration. information, information regarding the vehicles used in the comparison, and the results obtained By processing the results of the comparison together, an evaluation can be made regarding the vehicle in question. It constitutes an explanatory analysis. If the user submits preference criteria to the system, those preference criteria will be used. performed by an AI-powered analysis engine It can be used in the evaluation. The assessment was generated by an AI-powered analysis engine. the price situation of the vehicle in question, its position within the market, strengths, points to consider, and if applicable It may include information about possible alternative transportation options. In this way, it is generated by an AI-powered analysis engine. The evaluation is based solely on the textual content of the advertisement being evaluated. It does not rely on the vehicle information obtained from the advertisement content by the processor. vehicle data obtained from different online data sources It also includes the results of the comparison that was carried out. Regarding the peer review and price analysis performed by the processor. results and annotations generated by an AI-powered analysis engine The evaluation will be included in the report presented to the user by the server. They can be brought together. The report in question includes a comparative analysis of the vehicle in question with comparable models. price analysis, market evaluation, vehicle's strengths and weaknesses, and Assessments of alternative vehicles, if any. It may include. 8. The generated assessment or report is sent to the server via the communication interface. It is transmitted to the user's device via this and on the user's device is being displayed. Thus, the user uploads the link to the advertisement for the vehicle they wish to evaluate to the system. After the information is transmitted, the vehicle information related to the advertisement is automatically generated. obtaining active vehicle listings from different online data sources the acquisition, the vehicle in question and the vehicles in question comparison, price analysis, market value the same system for determining and creating an explanatory evaluation This can be done through [the system / platform]. Thanks to this invention, only a vehicle advertisement selected by the user can be displayed. Instead of displaying or listing similar ads, the ad content is automatically displayed. obtaining technical and commercial information about the vehicle, different conversions Collection of vehicle data from internal data sources, vehicle subject to evaluation Comparison with comparable vehicles, determination of the vehicle's market value and the resulting... The processes of evaluating the collected information using artificial intelligence are integrated. This is carried out as follows. 9

Claims

1. Comparison of online vehicle advertisements using multi-source data analysis and user device, server, for providing evaluation to the user, a processor, communication interface and artificial intelligence-powered analysis engine It is a method for understanding the operation of the analysis system, and its characteristic feature is; • online assessment of the vehicle in question via the user's device the contact interface for the job posting link and user preference criteria, if any. transmitted to the server via, • the content of the advertisement associated with the advertisement link by the server taking, • The processor processes the advertisement content and evaluates the vehicle in question. obtaining technical and commercial information, • Active vehicle from different online data sources by the server Obtaining information related to advertisements, • Information about the vehicle being evaluated by the processor and the active vehicle. Comparing information related to advertisements, • The processor analyzes the comparison results in question, • information about the vehicle being evaluated and the comparison results processed and explained by an AI-powered analysis engine. and the creation of an assessment • The generated evaluation is communicated to the server via the communication interface. It is characterized by including the steps of transmitting the data to the user's device. It is done.

2. It is a method according to Claim 1, and its characteristic is that it relates to the vehicle under evaluation. technical and commercial information including brand, model, equipment package, engine type, fuel type, at least one of the following: transmission information, mileage, model year, and price information. It includes.

3. It is a method according to claim 1, and its characteristic is that it is performed by the processor. The vehicle being compared is of the same make, model, and technical specifications as the vehicle being evaluated. Active vehicle listings with these features are prioritized as comparable vehicles. It is the determination of.

4. It is a method according to Claim 3, and its characteristic is that it relates to the vehicle under evaluation. When the comparison needs to be broadened, those in a similar economic class This involves including active listings for alternative vehicles in the analysis process.

5. It is a method according to claim 1, and its characteristic is that it is evaluated by the processor. The subject is information about the vehicle and information about active vehicle listings including price, model year, from mileage, equipment package, engine type, fuel type and transmission information It is a comparison in terms of only a few individuals.

6. It is a method according to claim 1, and its characteristic is that it is an active vehicle by the processor. The price information in the advertisements includes the technical and commercial information of the vehicles in question. by evaluating them together, a price analysis of the vehicle in question is prepared. This involves realizing the value and determining its market value.

7. It is a method according to Claim 1, and its characteristic is that it relates to the vehicle under evaluation. technical and commercial information, information regarding active vehicle listings, and by the processor AI-assisted analysis of the comparison results It is transferred to the engine.

8. It is a method according to Claim 7, and its characteristic feature is an artificial intelligence-assisted analysis engine. by evaluating the information together. the topic is the vehicle's price, its position in the market, its advantages, and what to consider. matters that need to be addressed and at least one of the possible alternatives. It is about creating an explanatory evaluation.

9. This is a method according to claim 7, and its characteristic is that it is preferred by the user. If the criteria are transmitted to the server, those preference criteria will be artificially created. in the evaluation performed by the intelligence-assisted analysis engine It is the use of. 11 10. It is a method according to Claim 1, the characteristic of which is that the analysis system is a database. including and technical and commercial data obtained regarding the vehicle in question. information and vehicle data obtained from various online data sources. The subject is storage in the database.

11. It is a method according to claim 6, and its characteristic is that it is performed by the processor. Comparison and price analysis results with AI-powered analysis. the annotated evaluation generated by the engine a report compiled and presented to the user is the creation of.

12. It is a method according to Claim 11, the characteristic of which is that the report in question serves as a precedent. comparison, price analysis, market evaluation, and the vehicle's strengths and weaknesses. It must include at least one of these aspects. 12