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I’m developing a natural-language interface that lets end-users type plain English questions and instantly receive valid SQL statements targeted at a MySQL database with four tables. GPT will be the sole large-language model powering the conversion pipeline. Core flow • User enters a request such as: “Find all orders in the last two weeks where city is ABC and the ZIP codes are 1234, 73737 or 38237.” • Your component turns that text into an executable SELECT statement, checks the syntax against MySQL, and—when an error is returned—adjusts the prompt or SQL and retries automatically until the statement is valid. • The service responds with the final SQL plus any warnings or assumptions it made. What I need from you 1. A curated training dataset that covers dozens of realistic English prompts and their equivalent SQL for the four tables (schema will be provided). 2. A conversion module built around GPT (open-ai, function calling, or GPT-powered RAG—whichever you prefer) that exposes a simple API endpoint or lightweight front-end. 3. A validation layer that pings MySQL to confirm syntax before returning the result, looping back to GPT for self-correction when needed. 4. Brief documentation so I can extend the table list or add more query patterns later. I anticipate most queries will be straightforward SELECTs, but please architect the solution so JOINs or aggregate functions can be slotted in without a rewrite. If you’ve previously built natural-language SQL tools, show me a quick demo link or snippet when you bid; it will speed up the selection process. - order_table user_account order_delivered order_shipped. -- order table is the main table.. join by id and date. if record exists in order_delivered , set status ad delivered, else if record exists in order_shipped set status as shipped else set status as new. also join user_account.. match on id.. and get the name from user_account. ex query select order_table.*, [login to view URL], status
Project ID: 39747926
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Active 7 mos ago
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34 freelancers are bidding on average $246 USD for this job

PROJECT REQUIREMENT You need a natural language to SQL converter targeting MySQL with four specific tables. Queries must handle joins, status logic, and retry on syntax errors until valid. IMPLEMENTATION PLAN I will design a training set of 80–100 JSONL pairs mapping English prompts to SQL. Patterns will cover filters, IN lists, date ranges, joins, aggregates, and CASE logic. GPT function calling will generate SQL with schema context. Errors returned from MySQL will be parsed and used as feedback to GPT for correction. VALIDATION FLOW Step one: user enters a prompt. Step two: GPT produces candidate SQL. Step three: SQL is checked against MySQL using EXPLAIN. If invalid, the error message and schema are looped back to GPT. This continues until valid SQL is produced. The final output includes SQL, assumptions, and warnings. ARCHITECTURE Backend will be a lightweight REST service using Python FastAPI. OpenAI API integration will handle generation and retry loop. MySQL connector will handle validation. Code will be modular so additional tables or synonyms can be added by updating schema definitions. Minimal UI can be React or plain HTML for testing. Documentation will explain dataset extension and schema updates. QUESTIONS Should I restrict queries to SELECT only? Should synonyms like pincode = zip be normalized? Do you prefer SQLAlchemy or direct connector for schema checks?
$140 USD in 7 days
8.5
8.5

Hello, I’m excited about your AI English-to-SQL Builder project! I understand you need a robust solution that converts natural language to SQL for a MySQL database. I have experience in developing SQL tools and can create a curated training dataset for various user prompts, alongside a conversion module using GPT. I will ensure the validation layer effectively pings MySQL to confirm syntax, enabling seamless self-correction with GPT. My approach will accommodate straightforward SELECTs, JOINs, and aggregate functions without requiring major rewrites. I’d love to discuss this further with you to refine the project scope and requirements. Thanks, Muhammad
$100 USD in 3 days
5.3
5.3

invalid
$2,500 USD in 30 days
5.3
5.3

I have already build a system. Please ping me to discuss further. Hi there — excited about your AI English-to-SQL Builder project. You want a GPT-powered interface where users type plain English and get a valid MySQL SELECT, auto-validated against MySQL, self-corrected on errors, and returned with clear warnings/assumptions—extensible to JOINs and aggregates. I’m Manas, an NLP + data engineering specialist with 18+ years’ experience, 4.9★ rating, and strong repeat clients. I’ve shipped NL→SQL copilots on MySQL/SQL Server, built OpenAI function-calling/RAG backends, and production REST services in FastAPI/Flask/Node with robust DB safety and observability. How I’ll deliver (tech-forward & extensible): Schema & ontology ingestion: read your 4-table DDL; build a column/relationship graph + synonyms (city vs. town, zip vs. pincode); restrict to SELECT-only. Curated dataset (60–120 pairs): realistic prompts ↔ SQL covering filters (IN, LIKE, NULL), date windows, pagination, sort, and your status logic. Prompting layer (OpenAI): structured output (JSON {sql, warnings, assumptions}); function-calling ensures SQL-only generation. Validation loop: EXPLAIN <SQL> (syntax/plan check) with a least-privilege, read-only user; on error, feed back error + schema context for self-repair (≤3 retries). Business rule encoder: reusable template so the model consistently applies:
$800 USD in 3 days
4.8
4.8

Hello, Leveraging a decade of experience in full-stack development and my driven work ethic, I am confident I can successfully execute your AI English-to-SQL Builder project. My SQL mastery is unmatched, with deep acumen in navigating Microsoft SQL Server and MySQL, which allows me to design databases that can handle any query complexity, such as JOINs or aggregate functions. Moreover, my proficiency with natural language interfaces complements the project scope perfectly. I've developed my own curation strategy that will provide you with a compelling dataset, one that covers various realistic English prompts, paired with their respective SQL counterparts across four tables – a match for your project requirements. In addition to this, my fluency in GPT-powered technology allows me flexibility in choosing from Open-AI or function calling to create the conversion module. This adaptability will enable us to select the best-suited technology for creating the conversion module around GPT and achieve an efficient end product. Validation is of utmost importance. By incorporating a robust verification layer pinging MySQL for syntax confirmation before returning results, we not only ensure accuracy but also allow seamless self-correction when needed. This creates an intelligent system capable of handling complex queries promptly while delivering spot-on outputs. Lastly, rest assured that I'll provide user-friendly documentation empowering y Thanks!
$100 USD in 2 days
4.1
4.1

Hi gsxr46! I have seen what are you looking for and I can work on your project " AI English-to-SQL Builder ". you will get your work done exactly as you need that will exceed your expectations I am a senior web developer with extensive development background. I have more than 7 years of development experience, in-depth skills in Website Design development (PHP, MySQL, HTML, CSS, JavaScript, jQuery, WordPress, WIX, Shopify, Woo-commerce and WordPress plugins and search engine optimization SEO). I’m offering best quality work and highest performance at lowest price. Please contact me to discuss more about this project. Best Regards, Murtaza
$110 USD in 2 days
3.9
3.9

Hi, I have a few questions to clarify scope. Schema specifics — Please confirm primary keys, join keys, and column names/types for all four tables (order_table, user_account, order_delivered, order_shipped). Are joins strictly on id or id + date for shipped/delivered? Which date column should filter “last two weeks”? SQL guardrails — Should the service enforce SELECT-only, block subqueries that expose PII, and allowlist tables/columns? Any row limits, timeout, or max-joins constraints?
$250 USD in 7 days
4.1
4.1

Hello gsxr46, I’ve gone through your project description and feel confident that I’m a strong match for your needs. I recently completed a similar project just a month ago. My background covers SQL, MySQL, Microsoft SQL Server, Data Analysis, Data Integration, Database Management, Data Modeling, REST API, Natural Language Processing. Please come over chat and discuss your requirement in a detailed way. Regards
$140 USD in 7 days
3.4
3.4

Hello, I can help you develop a natural-language interface that converts plain English questions into MySQL SQL statements targeted at your database schema. I am an expert with 6 years of experience in data modeling and integration, particularly in building efficient API solutions with robust data validation processes. For your project, I will provide a curated training dataset with realistic English prompts and their corresponding SQL queries tailored for the four tables you have. My approach includes building a conversion module powered by GPT that ensures accurate syntax validation and offers a seamless API. Additionally, I'll document the solution to facilitate future expansions, allowing you to add more query patterns effortlessly. With my strong background in SQL and natural language processing, I'm confident in delivering a solution that meets your requirements effectively. Thanks, Billy Bryan
$250 USD in 5 days
3.3
3.3

⭐️⭐️⭐️⭐️⭐️ Hi gsxr46, I am Yurii, a Full Stack Engineer with over 6 years of experience. I've reviewed your AI English-to-SQL Builder carefully and I’m confident I can deliver with my strong experience in SQL, MySQL, Microsoft SQL Server, Data Analysis, Data Integration, Database Management, Data Modeling, REST API, Natural Language Processing. As you can see from my work history on my profile, I can handle your project perfectly. And I will provide solution and my experience for this project via a private chat. Let's discuss in more details via chat. Thank you for the opportunity to bid. I look forward to a mutually beneficial collaboration for both parties. Thanks, Yurii
$160 USD in 7 days
2.4
2.4

Hello, I’m excited about your AI English-to-SQL Builder project! Transforming plain English into effective SQL queries for MySQL sounds like a fun challenge! I will create a curated training dataset that captures realistic English prompts along with their SQL counterparts tailored to your specified schema. The conversion module will leverage GPT functionality, ensuring a seamless API endpoint for user interactions. With a validation layer to ensure syntax accuracy and intelligent self-correction, users will enjoy a glitch-free experience when querying. Additionally, brief documentation will allow for effortless future enhancements, including more tables or query patterns. I have previous experience in building natural-language SQL tools, and I can share relevant demos if needed. I’m looking forward to collaborating with you on this innovative project! Could you please provide the schema for the four tables to ensure the training dataset aligns perfectly with your requirements? Thanks, Faisal
$155 USD in 17 days
1.9
1.9

With over 8 years of experience in mobile app development, AI implementation, and proficiency in MySQL essential for this project, I am confident that I can deliver what you are seeking. Throughout my career, I have delivered numerous high-quality projects with 100% client satisfaction and would love to extend the same dedication to your English-to-SQL tool. My prior work implemented Firebase SDK, which is an effective skill I can use to ensure syntax validation with MySQL seamlessly. As you require a Json/XML Parsing, SQLite application that also handles real-time requests, I have created several apps with similar functionalities using these aspects successfully. My specializations expand past mobile app development into creating extensive documentation for future adaptation and scalability of the project - a quality you mentioned as being important. Rest assured, your project's longevity and ease of expansion will be taken into account. In conclusion, with my fitting expertise, adaptability, and assurance of timely delivery at your disposal, you can proceed confidently in choosing me. I specialize in leveraging Artificial Intelligence to simplify complicated processes like interpreting SQL through natural-language input. This aligns perfectly with what you project envision
$458 USD in 15 days
1.2
1.2

Hello, Leveraging my extensive experience as a Full-Stack Developer in your project, I have developed expertise in MySQL and SQL that will prove instrumental in constructing the AI English-to-SQL Builder you require. My proficiency extends to crafting scalable web applications and integrating AI-powered tools harmoniously, particularly with frameworks such as Django, Flask, Spring Boot, and React. My approach to your AI Builder is heavily empathetic; I understand that scalability and adaptability are keystone features of an effective NLP-driven system. Hence, I would architect your solution to not only handle straightforward SELECTs effortlessly but also allow seamless integration of JOINs or aggregate functions when needed, eliminating any requirement for a total rewrite. Moreover, documentation is not an afterthought for me. I will provide concise yet comprehensive documentation that allows you to better understand the logic behind the module's functionality and provides guidance on how to extend tables or introduce new query patterns in the future. Given my skillset and understanding of your specifications, I can confidently assure you of a top-notch result that exceeds your expectations in terms of efficiency and reliability. Thanks!
$30 USD in 3 days
0.0
0.0

Hi, dear client, I can deliver exactly what you’re looking for: a natural-language-to-SQL interface powered by GPT that converts plain English into accurate MySQL queries, validates them, and self-corrects when needed. I’ve previously built similar NLP-to-database tools where query success rates improved by 95% after adding validation and retry loops, giving end-users a smooth “ask and get SQL” experience. My approach includes preparing a robust training dataset tailored to your schema, building the GPT-powered conversion and validation module (with function-calling for precise outputs), and exposing it via a lightweight REST API or front-end. Could you confirm whether you’d like the API to return only the SQL, or the SQL plus query results as JSON? I’m confident I can structure this solution so it supports SELECTs, JOINs, and aggregates now, while remaining extensible for future table expansions and query types. Best regards
$120 USD in 3 days
0.0
0.0

Hi gsxr, Your project to develop a natural-language SQL interface using GPT sounds intriguing and challenging. Creating a seamless, user-friendly conversion module with automatic syntax correction is right up my alley. I've tackled similar projects, ensuring clean, professional results with integrated validation layers. While I may be new to Freelancer.com, I've successfully delivered results on many off-platform projects like yours. If this sounds like a good fit, I'd be happy to dive deeper into your ideas! Cheers, Leon Boshoff
$150 USD in 7 days
0.0
0.0

I have gone through your project description ✅ and I see exactly what you need; a natural-language SQL interface using GPT for a MySQL database. The system will handle a variety of English prompts, converting them to valid SQL statements seamlessly. I offer expertise in building GPT-powered conversion modules and validating SQL syntax against MySQL. While I am new to Freelancer, I have extensive experience in similar projects. View my portfolio here: https://www.freelancer.com/u/moejoe03?frm=moejoe03&sb=t Excited to help make your natural-language SQL interface professional and user-friendly. Regards, Mohammed Yusuf
$100 USD in 14 days
0.0
0.0

Hello , I have carefully reviewed your post and understand your requirements. You are seeking a developer with strong expertise in the skills relevant to this project. With over 10 years of experience in Database Management, SQL, Microsoft SQL Server, Data Integration, REST API, Data Analysis, MySQL, Natural Language Processing and Data Modeling, I am confident that I possess the knowledge and abilities to contribute effectively. I am highly adaptable, a strong team player, and committed to delivering successful outcomes for your project. I am available to start immediately and can dedicate myself full-time to this role. I look forward to the opportunity to collaborate with you. Thank you for your time and consideration. Best regards, Rudolf
$155 USD in 3 days
0.0
0.0

Hi, I would like to grab this opportunity and will work till you are 100% satisfied with your project. I understand the need for a seamless, automated natural-language SQL interface for MySQL databases. With my expertise in building similar projects and leveraging GPT technology, I can develop a conversion module that translates English prompts into valid SQL statements with efficient error handling and self-correction capabilities. I have tons of experience in creating user-friendly APIs and integrating validation layers for syntax verification against databases. I have successfully implemented natural-language SQL tools before. Let's discuss how I can tailor the solution to meet your specific requirements. I would love to chat more about your project! Regards, Claude
$150 USD in 7 days
0.0
0.0

As an AI Engineer and Python Developer with a strong background in data analysis and database management, I am an ideal fit for your AI English-to-SQL Builder project. My expertise lies in developing intelligent applications by leveraging GPT models, LangChain, and machine learning - the exact tools you seek for this task. I can curate a training dataset that covers a diverse range of realistic English prompts with their equivalent SQL statements from your provided schema. Furthermore, my experience uniquely positions me to build a conversion module around GPT that will not just power SQL generation but also provide a validation layer. With my approach, your users will receive accurate SELECT statements every time, effectively reducing any chance of errors. I'll ensure that the system self-corrects whenever needed by looping back to GPT, working seamlessly with your MySQL database. What sets me apart is my commitment to deliver scalable solutions. I anticipate potential requirements in the future like JOINS or aggregate functions and I'll design the architecture of our application keeping them in mind for easy addition later on. With me on board, rest assured you no longer have to worry about upgrading or extending the functionality of your application; it's already taken care of! Don't take my word for it though - let my work demonstrate my capabilities –
$140 USD in 3 days
0.0
0.0

Dear gsrx, I am excited about the opportunity to develop a natural-language interface that transforms user queries into SQL statements for your MySQL database. This project not only combines my skills in SQL and data integration but also allows me to leverage my experience in natural language processing to create a robust solution. I will provide a curated training dataset with realistic English prompts and their corresponding SQL. Additionally, I'll build a GPT-powered conversion module with an API endpoint, ensuring it can handle simple to complex queries efficiently. My approach will include a validation layer to ensure the syntax is correct, enhancing the overall user experience with seamless self-correction when necessary. I look forward to contributing to your vision and making this interface a success! Warmest regards, Helen
$250 USD in 5 days
0.0
0.0

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