P&L Automation from Chats & Banks

@srinidhis23

Hi! I can build a clean, end-to-end Python workflow to merge your chat feed and bank statements into a reconciled P&L report. I have experience parsing unstructured/conversational data and aligning it with financial records for clean reporting. Your requirements—chat parsing, bank reconciliation, discrepancy logging, and generating a downloadable P&L—fit well with tools like pandas, openpyxl, and tabulate. I’ll deliver a well-documented, fully local script (Mac-friendly) and a clear README, with no paid dependencies. Let me know your preferred format for the chat feed (JSON or CSV works well). I’ll provide a working sample with dummy data so you can review before going live. Looking forward to helping you automate this!

@pvsysgroupinc

★★★ TOP 1%★★★ I’m excited to bring my experience as our CTO as AI Leader (IIT Roorkee INDIA, 2017) with 10+ years of building AI-powered products from idea to market. I lead a development team that helps early-stage founders launch MVPs faster, smarter, and cost effectively. We specialize in software architecture, deep learning, full-stack development, AWS, and CMMI 3.5 project management—covering covering the full spectrum from strategy to execution. Our portfolio spans startups and enterprises: Startup Products * AI-powered pre-sales analytics using CCTV. * AI-driven physiotherapy diagnosis & safer facial X-rays. * Smart doorbells with AI + IoT for enhanced security. * NLP-powered policy access for enterprise employees. Corporate Consulting * Adani Power – AI-driven boiler efficiency optimization. * Smart City Vadodara – preventing slum formation via early detection. * Deloitte, Genpact & Cyient – enabling AI readiness and advanced analytics. These projects show our ability to solve real-world problems across energy, healthcare, urban planning, and enterprise consulting with scalable AI solutions. I’d love to apply this blend of technical depth and execution-focused leadership to deliver your product quickly and effectively. Let’s connect to explore how we can accelerate your roadmap. Regards, PVSYS GROUP " IF YOU THINK THEN WE CAN"

@ShekharTyagi345

With 8 years of experience in data analysis and automation, I am confident that I am the best fit to complete this requirement. I have the relevant skills to parse chat feeds and bank statements to generate a profit-and-loss report effectively. How I will be completing this project: - Parse the chat feed to extract revenue and expense lines accurately - Match these findings with transactions in the bank statement - Reconcile any discrepancies and flag unmatched items - Generate a simple P&L summary for easy understanding What tech stack I will be following: - Python with pandas for data extraction and manipulation - SQL for data querying and matching - GitHub for version control and collaboration I have worked on similar solutions in the past, parsing conversational data and reconciling multiple ledgers. I will provide a well-commented code or workflow along with a README for easy setup and execution. A sample output using dummy data will also be included for visualization before using live data. This project will be completed efficiently to meet the acceptance criteria of having accurate revenue and expense figures in the final report, listing all unmatched items in the reconciliation log, and running the script locally on macOS or in a lightweight cloud notebook with no paid dependencies. Let's collaborate to streamline your data sources and enhance your financial reporting process.

@prashanpatel557

Hi! I can build you a Python-based workflow that ingests both your chat feed and bank statements, reconciles transactions, and outputs a clean profit-and-loss report. What I’ll deliver • Flexible parsing: Chat feed structured as JSON/CSV/DB (as you prefer), extracting only revenue/expense lines with regex/NLP filters. • Bank data parser: Reads monthly statements (CSV/XLS/PDF → table), normalizes transaction fields. • Reconciliation engine: Merges both sources, flags mismatches, ensures each entry appears once. • Output: On-screen P&L summary + downloadable CSV/Excel (via Pandas + openpyxl). • Logs: Reconciliation report listing unmatched or duplicate items. • Docs: README with setup instructions (input folder, run command). • Sample demo: Dummy data run to validate structure. Tech stack Python 3, Pandas, NumPy, regex/optional spaCy for chat parsing, openpyxl for Excel export. Runs locally on macOS or lightweight cloud (Colab/Jupyter) with free dependencies only. Timeline: 2–3 days for base workflow + 1 day buffer for refinements. Price: ₹300/hr. I have prior experience building parsers for unstructured text (resume/chat feeds) and reconciling structured data sources (CSV, bank feeds), ensuring accuracy and one-to-one matching. Would you like me to also include optional email automation so the P&L and reconciliation log can be sent to you automatically each month?

@dushyant317

I am a seasoned software developer with 13 years of experience, holding a degree from IIT Delhi. My expertise aligns perfectly with the required skills for your project. I have successfully delivered complex solutions across diverse domains with a focus on quality and scalability. I bring strong problem-solving ability, hands-on technical depth, and client-centric delivery. I am confident I can add value to your project and deliver results within timelines.

@kamrana118

As an AI, Mobile, and Full-Stack Developer, I possess the technical proficiency needed to integrate your chat feed and bank statements seamlessly. My skills in Python, specifically working with data manipulation libraries like pandas and SQL make me an excellent fit for your project. Having worked extensively on automating workflows and parsing large datasets, I can ensure the accuracy and efficiency of the data extraction process from your flexible chat feed as well as the monthly bank statements. Moreover, my experience extends beyond backend development. With solid understanding and practical implementation of AI including integrating OpenAI technologies and building custom chatbots, I am well-equipped for bridging the gap between diverse data sources. I am confident in my ability to not only reconcile any discrepancies in the two datasets but also create a clean Profit-and-Loss report that meets your needs. However complex or unique your project may seem, my background equips me to take on a myriad of technical challenges. Focused on long-term value, I will deliver a well-documented workflow with a short README, ensuring simplicity for future use or modifications. With me on board, you not only get skillful execution of technical tasks but also clear communication throughout the project journey. Let's connect to discuss further in detail how we can turn this project-exclusive vision into reality!

@dkliachkovski

Hi, I've created automation for the last company I was employed in - repeatable information extraction from a couple of sources and its conversion for subsequent use, as well as reports. Please check my CV attached in the profile. My experience also includes working for SAS, working as python teacher, winning 4th place at AI hackathon for ING Bank, etc. Please send the example of data and precise desired outcomes, and maybe I will also change the terms and timing of cooperation (smaller). Thanks.

@fhirozkhank

As a seasoned data analyst with vast experience in precisely the kind of work you're needing, I am confident I can meet and exceed your expectations. My expertise includes adept grinding through untidy data sources and producing meaningful and reliable insights that drive decision-making. Specifically, my proficiency in Data Extraction, Processing, Cleansing, and Management makes it easy for me to parse potentially messy chat feeds like yours and segregate valuable revenue and expense lines while ensuring data integrity. Matching your monthly bank statement entries with the parsed chat feed is an another turf where I've gained profound experience over the years. This demands meticulous attention to detail coupled with an understanding of the various quirks different data sources can have. I'm well equipped to reconcile any discrepancies that may arise during this process and guarantee a systematic approach that will deliver a comprehensive P&L report showcasing your profit from both sources while flagging any inconsistent data. In delivering quality work, I always ensure I provide detailed documentation to allow easy maintenance and scalability. Given all these capabilities plus my familiarity with platforms like Python with pandas,SQL or similar which I’ll utilize in developing the workflow along with providing dummy outputs for evaluation--I am convinced we can create an efficacious automation system together that will streamline your P&L reporting for good.

@SkwithLogo123

Hello, I have carefully reviewed your project, and I understand the core challenge: turning a dynamic chat feed and structured bank statements into a single, reliable source of financial truth. This requires a specialist in data automation and logical precision, which is exactly where my expertise lies. I am confident I can build the end-to-end solution you need. My approach will be to construct a custom workflow using Python and the Pandas library. I will engineer a smart parser to accurately extract revenue and expense lines from your chat data, then intelligently reconcile them against your bank statements. The system will feature a robust logic to identify matches and flag any discrepancies, creating a clear and auditable trail. The final output will be a clean, simple Profit-and-Loss summary, available both on-screen and for download. I have significant experience in projects that involve parsing unstructured data and harmonizing it with financial records. You can be assured of receiving a complete and professional solution: well-commented code and a straightforward README file for easy setup on macOS or a cloud notebook, using only no-cost libraries. As requested, I will provide a sample output with dummy data for your review before processing your live information. My commitment is to deliver a reliable and accurate tool that meets all your acceptance criteria. I am ready to get started on streamlining your financial reporting. Best regards, Namdeo Wakle

@philiph13

Hello, As an experienced professional specializing in Data Integration, Visualization, and Database Programming, I appreciate the intricacy of your project. My expertise in Pandas and Python aligns closely with your need for a robust process that can accurately parse and reconcile diverse data sources—a task I've tackled successfully many times. In addition to my technical skills, I bring a strong analytical mindset capable of effectively identifying discrepancies between data sets and creating logical solutions. Your project necessitates an experienced problem-solver who can work autonomously and consistently deliver accurate results—capabilities that are central to my skill set. Over the years, I have honed my ability to create automated workflows which produce reliable outputs in complex scenarios as exemplified by my consistent successes in financial data parsing. Furthermore, the compact delivery of crisp code with clear documentation is another strength that I will employ while delivering your project. You deserve a solution that solves your problem succinctly: from setup to generating clear revenue-to-expense reports. With all considered, I am convinced that engaging me for this mission will guarantee an efficient workflow that consolidates multiple data sources into a comprehensive P&L report in line with your precise preferences. Let's get started! Thanks!

@anushree241

Hi, I specialize in building smart data workflows — and your project is exactly my kind of work. I’ll create a clean, automated system in Python that: -Parses revenue & expenses from your chat feed -Matches them to your bank statements -Reconciles any mismatches -Outputs a simple, clear P&L (CSV/Excel + on-screen) You'll get: -Well-commented code -A README for setup/run -A sample output with dummy data -No paid tools. Runs locally or in Colab. -Fast, accurate, and 100% yours. Let’s sync up on preferred formats, and I’ll get started.

@priyav2022

Enthusiastic Azure Data Engineer with hands-on experience in designing and supporting data pipelines using Azure Data Factory, Databricks, and SQL. Proficient in data transformation, workflow automation, and business testing (UAT, approvals, sign-offs) to ensure accurate and seamless data flow.