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Build a document review assistant that processes up to 50 documents per day and produces a quality score plus short feedback for each document based on a scoring rubric. Output should be a simple report (one row per document). Rubric should be easy to update. Project brief: Document Review Assistant (feature build) Summary Build a lightweight “document review assistant” that takes a batch of documents each day (up to ~50), reviews the quality using a defined scoring rubric, and produces a score and short feedback for each document. This is intended for operational use: run it daily, get a simple output report. --- What it should do 1) Batch input Accept a set of documents in one go (up to ~50 per run). Support a daily run and a manual run option. 2) Quality review + scoring Score each document using a rubric we provide (with categories and weights). Keep scoring focused on document quality (structure, clarity, completeness, consistency, presentation). Provide: an overall score (e.g., out of 100) category scores (based on the rubric) 3–6 bullets of strengths and improvement suggestions If a document can’t be processed properly, return a clear status and reason. 3) Output/reporting Produce a simple report with one row per document containing: document name / identifier overall score category breakdown short rationale / key notes suggested improvements Output should be easy to share and compare across the batch. 4) Consistency + configurability The rubric, weights, and scoring rules must be easy for us to edit later. The assistant should produce consistent results run-to-run (as much as reasonably possible for GenAI). Deliverables A working document review assistant that runs end-to-end on a batch of documents. A scoring rubric implementation (we provide the rubric; you implement it). A clear output report format. Short setup/hand-over notes: how to run it, how to update the rubric, and how to troubleshoot. --- Acceptance criteria Processes up to ~50 documents per run. Produces a score + category breakdown + short feedback for every document (or a clear failure reason). Output report is consistent, readable, and usable for daily workflows. Scoring remains strictly about document quality , not personal attributes. --- What to include in your proposal Examples of similar “review / scoring / summarisation” assistants you’ve built. How you’d ensure consistent scoring and structured outputs. Estimated timeline and cost. Any assumptions or dependencies you foresee. Optional add-ons (nice to have) A simple dashboard summary (e.g., average score, top issues across the batch). A “change log” of rubric updates and versioning of scoring rules. Basic audit trail for what was processed each day.
Projektin tunnus (ID): 40180407
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Aktiivinen 16 päivää sitten
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95 freelancerit tarjoavat keskimäärin £471 GBP tätä projektia

Hi James, Thank you for considering my proposal for the Document Review Assistant project. With over 8 years of experience in Report Writing, I am confident in my ability to assist you with this project. I have carefully reviewed the requirements and am eager to discuss the project further with you in chat. I have successfully built similar review and scoring assistants in the past, ensuring consistent scoring and structured outputs. I am committed to delivering a high-quality document review assistant that meets your specifications and provides valuable insights for your daily workflows. I look forward to connecting with you to discuss the project in more detail. Regards
£250 GBP 1 päivässä
8,9
8,9

My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience in writing; Essays, Research Summaries, Thesis, Dissertation, Lab Reports and Case Studies. I always provide High-Quality Solutions within the shortest possible time with all instructions followed against very reasonable prices. I can manage works even with shortest deadlines like; "2500 words work in just 6 Hours" with very reasonable time. As a pro academic writer I am also familiar with all the referencing styles; such as APA, Harvard, OSCOLA, IEE, MLA etc. I always provide plagiarism-free solutions and as a prove I also provide "FREE Turnitin reports". For Samples, please visit my profile https://www.freelancer.com/u/SolutionMart Please message me to start the discussion. Thank You
£250 GBP 1 päivässä
7,7
7,7

Hello, I’ve carefully reviewed your project details and fully understand the requirement to build a reliable document review assistant that can score, summarize, and report on up to 50 documents per day with operational consistency. The real value here is not just automation but building a scoring system your team can trust every morning. I will start by designing a configurable rubric engine in Python where categories, weights, and rules are stored in a simple YAML or JSON file that you can update without touching core code. I will then build a batch pipeline using Pandas and NLP libraries to parse documents, apply structured scoring logic, and generate consistent category scores and short feedback for every file. I will add validation layers to flag unreadable files and produce clear failure reasons, and export the final report as a clean CSV or Excel file ready for daily sharing. Would you like the first version to include rubric versioning so you can track how scoring evolves over time? Lets chat and discuss further! Best Regards, Aneesa
£250 GBP 1 päivässä
7,6
7,6

Hello, I will build a lightweight document review assistant using Power Automate and Copilot that processes up to 50 documents per run, supports both daily automation and manual runs, and outputs a simple one-row-per-document report. The rubric, with categories and weights, will live in an editable config so you can update it easily. For each document I’ll compute an overall score (out of 100), show category scores, and provide 3–6 bullets with strengths and suggested improvements. If a document can’t be processed, you’ll see a clear status and reason. Deliverables include the working workflow, rubric implementation, a plain report format, and setup notes for running, rubric updates, and troubleshooting. Outputs are designed to be consistent and easy to share, with optional add-ons like a dashboard and an audit/change log. Scoring focuses only on document quality (structure, clarity, completeness, consistency, presentation). The plan uses GPT-5 to keep results reliable and understandable. Which document formats will you supply (PDF, DOCX, etc.) and how should the batch be delivered? What is the exact rubric structure (categories, weights, scoring scale) and how do you want updates managed? What output format and fields do you want (CSV, Excel, JSON) and where should it be stored/shared? What should trigger the daily run and what's your tolerance for delays or failures? Do you have any data privacy, retention, or audit requirements we must meet, and how should sensitive c
£750 GBP 18 päivässä
7,1
7,1

My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have command of all references APA, Harvard, IEEE, MLA & Chicago, etc. I will provide plagiarism-free work with 100 percent accurate grammar within your given deadline. Please message me to get Top Class Services. I am waiting; https://www.freelancer.com/u/TopWritingGuru
£250 GBP 1 päivässä
6,7
6,7

Hi, We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Data Processing, Report Writing, AI (Artificial Intelligence) HW/SW, Data Analysis, Automation, Power Automate, Natural Language Processing, AI Chatbot Development Lets connect in chat so that We discuss further. Regards
£500 GBP 7 päivässä
6,1
6,1

I’m a PhD-level writer and product specialist with 7+ years of experience building structured scoring, summarization, and automation systems for operational teams, including enterprise clients like Volvo Cars. I’ve delivered multiple review and evaluation assistants that turn unstructured documents into consistent, decision-ready outputs. I’ll implement a rubric-driven scoring engine with editable weights, a batch processor for up to 50 documents, and a deterministic prompt + rules layer to keep GenAI outputs stable run-to-run. Each document will return an overall score, category breakdown, and concise strengths/improvement bullets, with clear failure states when parsing fails. Outputs will be written to a clean, shareable report (CSV/Excel/JSON), and I’ll include setup notes plus a simple rubric config file you can version over time. Timeline: 5–7 days for a production-ready v1. Estimated cost: $600–$900 depending on OCR needs, dashboard add-ons, and audit logging. One key question: Will all documents be text-based (PDF/DOCX), or should I design this to handle scanned files with OCR from day one?
£500 GBP 7 päivässä
6,0
6,0

Affordable, Early Delivery. ★★★★★★★★★★★★★★I hold a Masters degree which gives me the requisite background to handle writing from various subjects. I am a highly committed person towards my work. You can rely on QualityXenter for quality and consistency in writing. We never violate copyright rules. I have vast amount of experience in this industry since I am working from 2015 as a professional writer. I provide many modifications till to get your satisfactions. I have access to enough journals to use in your research project. I always produce quality work at VERY LOW RATES so, don't worry if you have a low budget for your work, I will be very happy to make a new client like you. I am producing quality work for my clients including ARTICLE WRITING, REPORT WRITING, ESSAY WRITING, RESEARCH PAPERS, BUSINESS PLAN, TECHNICAL WRITING, MATLAB, THESIS, ACCOUNTING & FINANCE work ETC. Go through my profile link https://www.freelancer.com/u/qualityxenter
£250 GBP 1 päivässä
5,9
5,9

Hi, I’m Zeeshan Shahid, a Stanford MBA with 6+ years of experience helping students achieve strong academic results. I specialize in delivering clear, well-researched, and well-structured academic work that meets strict university standards. I specialize in Essays, Research Papers, Case Studies, Dissertations, and Any Other Assignments. Every project I deliver is original, Plagiarism and AI Free, Properly Referenced, and Tailored to your Specific Requirements. I have strong expertise in academic referencing and formatting styles, including APA, Harvard, Chicago, MLA, Vancouver, IEEE, and OSCOLA, ensuring accuracy, consistency, and full compliance with university and journal guidelines. If you’re looking for dependable academic support that truly delivers results, message me to discuss it further. Thank You!
£250 GBP 1 päivässä
5,3
5,3

Do you want the document review assistant to process all document types (PDF, Word, text) or only specific formats? I can build a lightweight, end-to-end assistant that takes batches of up to 50 documents per day, evaluates them against your scoring rubric, and outputs a clean, one-row-per-document report with overall scores, category breakdowns, and 3–6 bullet points highlighting strengths and improvement suggestions; would you like the system to flag partially processed documents automatically and note the reason in the same report?
£550 GBP 6 päivässä
5,3
5,3

Hi! My name is Marjan and I'm here to offer you my services as a skilled applicant with over a decade of experience working on Freelancer.com. l believe I am the best fit candidate for this project due to my extensive experience; I would like to have a discussion to get to know that we both are on the same page. Once the scope will be locked, I will start working on it right away.
£250 GBP 7 päivässä
4,8
4,8

As a seasoned Principal Cloud Engineer with extensive experience across a wide range of sectors, including Oil & Gas, Banking, and eCommerce, I have successfully developed numerous review-oriented assistants similar to your requirements. With an analytical approach and a firm grasp on technology like Power Apps, Power BI and Power Automate, I excel at building and configuring sophisticated workflows tailored to efficiently process large volumes of data - just like your document review assistant. Moreover, my thorough knowledge of Microsoft Azure and other vital tools will make sure the assistant churns out consistent, reliable results on a daily basis. In line with your acceptance criteria, I guarantee that my solution will process up to 50 documents per run and produce comprehensive reports that breakdown the scoring system while offering helpful feedback for improvement. Additionally, I will ensure that the scoring system is strictly based on the document's quality attributes rather than personal attributes. By offering a clear output report format that will not only be easy to share but also allow you to compare different batches effortlessly.
£700 GBP 7 päivässä
5,0
5,0

Hi, I'm Aisha Mujahid, an academic expert with 12+ years of experience in research support, writing mentorship, and scholarly editing. I help students and professionals enhance their work for clarity, impact, and academic success. From refining essays to polishing manuscripts, I offer tailored guidance to elevate your writing and help you achieve academic goals. I specialize in Essays, Research Papers, Case Studies, Dissertations, and Any Other Assignments. Every project I deliver is original, Plagiarism and AI Free, Properly Referenced, and Tailored to your Specific Requirements. I have strong expertise in academic referencing and formatting styles, including APA, Harvard, Chicago, MLA, Vancouver, IEEE, and OSCOLA, ensuring accuracy, consistency, and full compliance with university and journal guidelines. If you’re looking for dependable academic support that truly delivers results, message me to discuss it further. Thank You!
£250 GBP 1 päivässä
4,7
4,7

Hello, I understand you’re looking for a Power Automate and AI-driven assistant to review batches of documents, score them against a rubric, and produce actionable feedback. I have extensive experience building lightweight document review and summarization workflows that integrate AI with structured reporting, ensuring consistent, accurate, and repeatable outputs. For your project, I will design a system that accepts up to 50 documents per run (daily or manual), applies your scoring rubric to generate overall and category-specific scores, and produces concise feedback highlighting strengths and improvement areas. The output will be a clean, shareable report with one row per document, clearly indicating any processing errors with reasons. The rubric, weights, and scoring rules will be fully configurable for future adjustments, maintaining consistency and operational usability. I will provide setup and handover documentation, demonstrating how to run the assistant, update the rubric, and troubleshoot issues. Optional features such as a summary dashboard, audit trail, and versioned rubric updates can also be included to enhance operational insights and tracking. My approach ensures fast deployment, reliable automation, and structured outputs ready for daily workflows. Thanks, Asif
£750 GBP 5 päivässä
4,6
4,6

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
£700 GBP 7 päivässä
4,7
4,7

Hello, I’d love to build your document review assistant that scores up to 50 docs per run with a configurable rubric and produces a clear, one-row-per-document report ready for daily operations. I propose a Power Automate + Copilot flow where documents (PDF/DOCX in OneDrive/SharePoint) are batched, scored on structure, clarity, completeness, consistency, and presentation, and enriched with 3–6 strength and improvement bullets per file. The rubric and weights will sit in a maintained list/Excel so you can tune scoring without code, ensuring consistent, auditable outputs. Tentative plan: 5–7 days, approx 600–800 USD, including rubric implementation, end-to-end workflow, and handover notes. Would you prefer the daily report in Excel, SharePoint list, or pushed into a BI dataset for future dashboards? If this fits your vision, I’m ready to start and refine the design with you today. Regards Sahanaj
£750 GBP 7 päivässä
4,5
4,5

Dedicated Freelancer Ready to Elevate Your Project for Power Automate & Copilot Workflows. I have a solid background in Power Automate, Natural Language Processing, Report Writing, Data Processing, AI Chatbot Development, Automation, Data Analysis and AI (Artificial Intelligence) HW/SW, I bring valuable expertise to your project. I have successfully completed many projects with 100% client satisfaction. Clear and timely communication is my priority. I believe in keeping you informed throughout the project lifecycle. I am available for a discussion at your earliest convenience. Please feel free to contact me to further discuss your project details. Thank you for considering my bid. I am excited about the opportunity to contribute to the success of your project. Please visit my portfolio to check my previous work samples, here - https://www.freelancer.com/u/GraphicsHub2k24?page=portfolio&w=f&ngsw-bypass= Best regards, Muhammad Asim Khan
£250 GBP 1 päivässä
3,8
3,8

I can build a Python-based document review assistant that takes up to 50 docs/day, scores them per your rubric, and outputs a clean report with overall and category scores plus 3–6 concise improvement bullets per document. The rubric will be fully editable for future updates, and results will remain consistent run-to-run.
£250 GBP 1 päivässä
3,9
3,9

Hello, I came across your project and found it truly interesting. With over eight years of hands-on experience in this field, I have successfully delivered high-quality solutions to clients worldwide. My dedication to excellence is reflected in the 180+ positive reviews from satisfied clients. I’d love to bring this expertise to your project and ensure outstanding results. However, I do have a few important points I’d like to clarify to align perfectly with your vision. Let’s connect via chat, where I can also share relevant examples of my past work. I'm looking forward to hearing back from you! Best Regards, Divu.
£750 GBP 8 päivässä
3,7
3,7

Hello, I’m Rahul Singh from Team Velora, running successfully for 3 years. Our team can build your document review assistant to process up to 50 documents daily, generating consistent scores, category breakdowns, and actionable feedback based on your rubric. We ensure easy-to-update scoring rules, clear reports, and reliable daily operations. Please come to the chat box so we can discuss rubric specifics and delivery for your first batch.
£440 GBP 15 päivässä
3,9
3,9

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