Phoenix - Your AI AssistantApparel Fabric Sourcing Agent Projects
Looking for freelance Apparel Fabric Sourcing Agent jobs and project work? PeoplePerHour has you covered.
opportunitypre-funded
Chinese Sourcing Agent - Wooden Weapons Factory
I am looking for a Chinese sourcing agent to find me multiple wooden weapons factories in mainland China. The factories must have an English speaking representative. Factories must be able to produce the following weapons in OAK; Bokken, Tanto, Shoto, Tonfa, Bo and Jo Staffs. Full factory details including contact name, company address, phone number and email address to be passed over to myself at the end of the project.
In need of a dressmaker/seamstress to make a dress
Im looking for dressmaker/seamstress to make a simple satin dress. I have sourced all fabrics and materials needed and have worked with a specialist to figure out all the specifics regarding the design. Only thing left is for the dress to be made! Accepting this project offers the reward of showcasing your talents and it will reflect the level of quality, attention to detail and professionalism needed to do the design justice.
opportunity
Directory Web App for Desktop, Mobile and other screens
A directory web application offering portability across desktop, mobile, and intermediate screen types. This app collects and displays informal professional service providers, including those offering landscaping, plastering, and much more. Refer to sources for inspiration: https://www.angi.com/ https://www.thumbtack.com/ https://www.checkatrade.com/ Front End The front end will allow the public to discover these service providers based on criteria such as location, service offered, pricing, etc. The public can list what they want the service providers to inquire about. Back Office Organisations: Agency - an organisation that aggregates agents. Operator - the organisation that owns and manages the platform. User Types : An agent representing an agency registers service providers. An operator user has the administrative functions to manage the entire platform. Service provider onboarding involves three steps: registration, payment, and verification. Registration: An agent will register using the web browser on their phone. The application will collect their details, record their location using the GPS location of the device's GPS, and take pictures of the service provider along with their identity documents. Payment: After registration, a payment will be sent to the service provider's mobile wallet via STK push. Verification: The web application verifies the identity details provided to the national identity provider through its exposed API. Upon successful verification, the service provider is marked as active. Agent onboarding: Like the service providers' onboarding, but there is no payment step. Commissions: The payments collected from the service provider are distributed among the following parties: the Operator, the Agency, and the Agent. The distribution can be configured for each agency. Reconciliation and Disbursement. Payments are gathered on a configurable schedule, and the resulting amounts are calculated for the operator, agent, and agency. These amounts are disbursed to the parties' mobile wallets. Confirmations from the mobile wallet provider will be used to reconcile the attempted disbursals. Authentication and Access Control All actors, except the public, interacting with the web application will have account credentials to log in. Their access to the app will depend on their assigned roles. Reports A comprehensive suite of filterable and searchable reports is anticipated, including: - Registrations: Payments received- Disbursements and outcomes- Audit the history of user access. The code will be written in C# and Bootstrap, with MongoDB as the database. Integrations and interactions should follow an event-driven pattern, favouring Azure Service Bus Topics and Queues. The identity provider to use is FusionAuth - https://fusionauth.io/download Automated deployment IaC is required. It is expected that the application will run in containers and be elastically scalable. Code will be supplied to a GitHub repository of choice
AI expert to create some scrapping and automation.
Specifications Automation by AI I am looking for an AI automation expert to optimize its business processes to support the agency in creating an Automation of the price benchmark of a training course VS competition • Objective: Competitive comparison of the different training courses. • Process: • Create a user interface based on python • Use a Webcrawler and an AI agent for web scraping of the sites in question. • Compare about 47 competitors (to be defined beforehand). • Source new competitors (difficult to set up in this project alone). • Create an automation of the excel or matplot document to display the graphs in excel. • Necessary data: Comparison variables and desired formatting ● Output: Excel file (.xlsx format) we given you the list of the competitors on each website they have Training pages and you need scrap the datas as the need into the prompt • Link to the training • Training title • Duration • Price inter-intreprises • Price intra-entreprises
opportunity
New web based application
Please see scope of works below and provide me a quote to execute with examples of works recent done with references details Scope of Work Section 1 User Interface (UI) Development Landing Page: ● A simple and intuitive landing page with two buttons: ○ Generate Section 21 PDF ○ Generate Section 8 PDF Form Functionality: Each button will lead to a respective form with the following components: 1. Yes/No Questionnaire: ○ Questions to ensure legal compliance before generating the notice. Examples include: ■ Tenancy Certificate very first and recent? (Yes/No) ■ Gas Safety Certificate very first and recent? (Yes/No) ■ EPC Certificate very first and recent? (Yes/No) ■ Landlord license? (Yes/No) ■ Did you take a deposit? (Yes/No) ■ Do you have a deposit certificate? (Yes/No) ○ If any compliance question is answered "No," an alert will display, stating the compliance requirements are unmet, and the PDF cannot be generated. 2. Input Fields: ○ Section 21: ■ Tenant Name (multiple values allowed) ■ Tenancy Address ■ Landlord Name (multiple values allowed) ■ Landlord Address (multiple values allowed) ■ Landlord Contact Number (multiple values allowed) ■ Capacity (Landlord/Joint Landlord/Landlord's Agent) ○ Section 8: ■ Tenant Name (multiple values allowed) ■ Tenancy Address ■ Date of Last Rent Due ■ Total Pending Amount Till Now ■ Monthly Rent ■ Landlord Name (multiple values allowed) ■ Landlord Address (multiple values allowed) ■ Landlord Contact Number (multiple values allowed) ■ Capacity (Landlord/Joint Landlord/Landlord's Agent) 3. PDF Generation: ○ Once the questionnaire is successfully completed and the input fields are filled, users can submit the form. ○ The system generates a PDF with the populated data. ○ Template of both pdfs is provided by the client ○ Options to download or print the generated PDF are provided. Section 2 Admin Panel Login: ● A secure login mechanism for the admin using fixed credentials. Dashboard: ● Basic statistics: ○ Total number of users. ○ Total number of PDFs generated (separately for Section 21 and Section 8). User Data Management: ● Display all user data who generated PDFs, including: ○ User details entered during the form submission. ○ Type of PDF generated (Section 21 or Section 8). ○ Date of generation. ● Features: ○ Search functionality. ○ Date range filters. Functional Requirements User Side: ● Open-source and freely accessible without login or signup. ● Simple and responsive design for seamless access on desktop and mobile devices. ● Alerts for unmet compliance requirements. ● Download and print options for generated PDFs. Admin Side: ● Secure access with fixed credentials. ● Real-time statistics on dashboard. ● Easy-to-navigate interface for managing user data. Non-Functional Requirements ● Scalability: Should support multiple concurrent users. ● Security: Ensure secure handling of user data and admin access. ● Performance: Fast PDF generation and responsive UI. ● Usability: Designed for non-technical users. ● Compliance: Adhere to UK legal standards for eviction notices. Conclusion This tool will provide landlords with an efficient and compliant way to generate eviction notices for Section 21 and Section 8. By integrating a simple user interface and a robust admin panel, the system ensures ease of use while maintaining accurate records and compliance with UK legal requirements. Deliverables ● User-side Web interface with 3 pages for generating Section 21 and Section 8 PDFs. ● Admin panel with dashboard and user data management features.
Past "Apparel-fabric-sourcing-agent" Projects
opportunity
Full-Day Training and Build of an AI Research Agent on 8/4/25
We are seeking a fluent English-speaking Software, Ai and Automation expert who can spend the day with our team, walking us through the process of building an AI Research Agent. This AI-powered system will automate the scraping, enrichment, and engagement of business data, as well as integrate with tools like Make, Sales Navigator, Linked Helper, and ActiveCampaign. (+ other publicly available databases) This will be a live, screen-sharing session where we can ask questions, learn, and understand how to automate these processes using Make. This session will be completed on Zoom and recorded for internal training purposes. Desired Outcome: The ultimate goal of this day session is to create an AI Research Agent capable of generating 1,000 leads per week with mobile numbers, and other data sources that fit our Ideal Customer Profile (ICP). This will be a fully automated system that scrapes data, enriches it, and inputs them into our CRM and linked helper ActiveCampaign, ready for further sales outreach. Objective: The goal of this session is to have a knowledgeable professional english speaking guide, to walk us through the process of creating and automating our Research Agent system, with a focus on integrating various tools using Make.com. We want to be able to execute the project ourselves moving forward, with the expert’s help in understanding each step and answering our questions. There is the potential for further work and collaboration on an ongoing basis. Key Steps to be Covered: Setting Up Make as the Automation Platform: Overview of how Make will be used to automate the workflow. How we can use Ai API's with open, ai and Perplexity + Others to fastrack the process. How to create and connect the necessary modules and systems, focusing on integrations. Scraping Business Data: Discussion on how to do this without using paid export tools. Enriching Data Using Multiple Publicly Available Sources: .Setting up the integration with Make to pull additional data such as contact info and company details. Integrating Linked Helper with Make: Walkthrough of how to integrate Linked Helper using Make to send the enriched data. Session Structure: Duration: 1 full day (8am-4pm UK time) on Tuesday 8th April. Format: Screen-sharing walkthrough, followed by Q&A and clarifications. Interactive Learning: As the session progresses, we’ll ask questions, review workflows, and get expert feedback. Our team is extremely tech savvy and able to follow technical prompts. Skills Required: Expertise in Make (formerly Integromat) for automation setup and integrations. Deep experience with data scraping and enrichment tools. Expertise in building ai agents Fantastic written and oral English communication skills for clear explanations and effective teaching. Project Requirements: You must be available for a full day of hands-on training on Tuesday, 8th April. You will need to share your screen and walk us through the entire process. Provide tips and best practices for integrating these platforms efficiently using Make. We’d like to have this done on Zoom and recorded for future internal use. Deliverables: An AI Research Agent tool/automation capable of generating 1,000 leads per week with mobile numbers that fit our Ideal Customer Profile (ICP). This will be a fully automated system that scrapes data, enriches it, engages leads, and inputs them into ActiveCampaign, ready for further sales outreach. Practical advice, tips, and best practices for automating the Research Agent process using Make. Documentation or resources for continuing the project independently.
opportunity
Multiagent AI Real Estate Translation Analysis
Objective Develop an AI-driven real estate translation analysis tool to identify UK-wide office properties suitable for residential conversion. The tool will use a multi-agent architecture, where a central executor agent coordinates specialized sub-agents for different tasks. The solution must be developed in or be compatible with no-code or low-code platforms for easy modification. The architecture should allow sub-agents to be replaced or additional agents to be added. While initial datasets are provided, future iterations should enable automated data searches and scraping. Further detail is below on the subagents and features required. --- Research Subagents 1. Transaction Data Enricher (Base Dataset Provided) A dataset of property transactions will be given in CSV format. The sub-agent must research and enrich the dataset with additional details: • Location – Address, nearest tube/train station, Google Maps link • Listing Type – Sale or Rent • Sale Price – Blank for rental properties or if unavailable • Rent – Absolute (£) and relative (£/psf) • Size – Area (psf) • Floors – Number of floors • Agent Details – Name, Email, Contact Number, Website • Sales Details – Link to sales website and brochure • Photos – Extract images from sales details Current Data Format: • CSV 1 – Properties for Sale • CSV 2 – Properties for Lease Data Handling Expectations: • If data is missing or inconsistent, cross-check alternative sources where available. • Flag incomplete entries for manual review. • Provide confidence scores for enriched data points. --- 2. Residential Market Value (Base Dataset Provided) The sub-agent retrieves the latest transaction data for residential properties in the immediate vicinity, prioritizing: • Minimum 25 transactions collected • Average property values calculated by type (Flat, Terraced House, Detached House, etc.) • Outputs in both map and list format with full UK Land Registry data Current Data Format: CSV from UK Land Registry --- 3. Constraints Analysis (Base Datasets Provided) The sub-agent checks if a property is affected by UK-specific constraints. If triggered, it provides details; otherwise, it marks "No" for each category: • Article 4 Area – Format: JSON, GPKG • Flood Risk – Format: GeoJSON • Conservation Area – Format: GeoJSON • Listed Building – Format: GeoJSON --- 4. Planning Analysis (Optional but Beneficial) The sub-agent researches the planning history of the subject property and surrounding properties (approved or rejected). Data Points Collected: • Planning History • Title of Application • Application Number • Link to Application • Approval Status • Decision Date • Nearby Major Developments • Local council development plans, regional planning updates News Articles - Identify relevant news about the property or surrounding area --- Analysis & Reporting Subagents 5. Property Ranking • Rank properties using a profitability score, factoring in projected residential value vs. existing commercial value. • Consider binary constraints (e.g., flood risk, conservation area) in ranking. 6. Data Output & Visualization • Database & Interactive Dashboard – A structured database with an interactive dashboard displaying findings. • Filters – Users can filter by profitability score, constraints, and location. • Export Options – Allow exporting data in CSV and PDF formats. • Automated Alerts – Notify users of new high-potential properties. --- Additional Features • Discounted Properties View – Highlight properties with price reductions and reasons for discounts. • Feedback Loop – Confirm data accuracy through user feedback, enabling continuous improvement. • Error Handling – Handle site changes, rate limiting, and data inconsistencies. Please revert with expected timings for the first iterations and final output.
opportunity
Bathroom refurb design with 2D plan and 3D images
We are doing a bathroom refurb in a London Victorian house. We would like to have a redesign with 2D and 3D images. This is a folder with images of what the bathroom looks like now: https://www.dropbox.com/scl/fo/m1js3obsn52fkzy81krzg/AGrFW39vhaPIutSD-T7BuUw?rlkey=my3rzh9aruxlspmroui59l1d3&dl=0 And I've attached an image (cut and pasted bits of lots of pictures) to create an idea of what I'd like the bathroom to look like. There are built-in alcoves / shelving with lighting. I took the pictures from these inspirational images: https://www.dropbox.com/scl/fo/tph5inh58kiy7sv94cw2c/AGNqt_V2NAkxxfxOF7_59IA?rlkey=axqdpy4c8355boqqtsof8t882&dl=0 I've also attached an estate agent floor plan of our house. You will see the bathroom dimensions on here. The height is 2.7m. We want to put a shower (wet room style) where the cupboard is. I can also send you links to tiles / taps / baths / basins / toilets I like so that you can include something similar in the design. If you are interested, please give details of: 1. Will there be a 2D plan and elevations with sections? 2. How many 3D images? 3. Will you recommend any design alternatives? 4. How many revisions? 5. Will you include a source file? In which formats? 6. What will the time scale be? 7. Can you also produce Construction / technical drawings for the builders? If so, how much extra would this be?
Looking for t shirt designer
We are looking for a luxury T-shirt designer to join our team and help create iconic, high-quality designs that reflect the brand’s upscale image. The ideal candidate will have experience designing for luxury fashion brands and a strong understanding of contemporary fashion trends, color palettes, and high-end aesthetics. This role will involve conceptualizing and designing T-shirts that merge style, art, and culture in a way that speaks to our discerning clientele. Key Responsibilities: Design Custom T-Shirts: Create unique, luxury T-shirt designs with a focus on high-quality graphics, fine art, and sophisticated patterns, suitable for our brand’s identity. Trend Research & Concept Development: Stay updated on the latest trends in high fashion and luxury streetwear. Research emerging styles, colors, and themes to incorporate into designs that appeal to a high-end audience. Brand Identity: Ensure designs are aligned with our brand’s luxurious, high-fashion aesthetic while pushing creative boundaries. Designs should have a sense of exclusivity, elegance, and sophistication. Collaborate with the Design Team: Work closely with other members of the design team to ensure designs fit into the overall collection and complement other product lines. Quality Control: Ensure that designs translate perfectly onto fabric and maintain their quality in production. Have an understanding of materials and how designs interact with different textiles. Mock-ups & Product Development: Create mock-ups of designs on T-shirts and collaborate with the production team to ensure designs are printed correctly and meet the brand's high standards. Qualifications: Proven Experience: Previous experience designing luxury fashion pieces, preferably in T-shirt or apparel design for well-known brands or high-end boutiques. Strong Portfolio: A portfolio showcasing a strong understanding of high-end fashion design, especially luxury T-shirts, streetwear, or contemporary fashion. (Please provide a link to your portfolio when applying). Proficiency in Design Software: Expertise in design tools such as Adobe Illustrator, Photoshop, and other relevant software for creating vector and print-ready artwork. Creative Vision: Ability to conceptualize creative, forward-thinking designs that feel luxurious, unique, and on-brand with the latest fashion trends. Attention to Detail: A keen eye for detail and a deep understanding of color theory, texture, and how design elements come together in luxury fashion. Understanding of Fabric and Print Techniques: Knowledge of various T-shirt fabrics, printing methods (such as screen printing, embroidery, and heat transfer), and how they affect the final design. Fashion Industry Knowledge: Familiarity with luxury fashion brands like Casablanca, Balenciaga, Gucci, etc., and an understanding of what makes high-end fashion stand out. Preferred Skills: Experience working with luxury streetwear brands or within the fashion industry. A strong sense of cultural awareness and trends, drawing inspiration from art, music, travel, and global culture. An eye for creating timeless designs that remain relevant and luxurious over time.
Social media posts
Startup Estate agent requires freelancer to create interesting and engaging social media posts on Facebook, Instagram and LinkedIn 1 post per day Scheduled in advance weekly or monthly Images source provided, just need captions and scheduling via FB business suite and LinkedIn Thanks
Fabric Sourcing
I am seeking an individual skilled in sourcing specialized fabrics to assist in finding materials for a one-of-a-kind couture wedding gown. References images showcase intricate embellishments using silk, mesh, beads and other ornate details. Successful bidder will have strong connections within textile industry, specifically with suppliers able to produce couture-quality materials suitable for high-end bridal wear. Fabric must exhibit aesthetic matching intricate designs seen in pictures, featuring delicate beading, appliques and other ornate adornments fused onto silk and mesh substrates. Successful sourcing of materials sufficient to construct full-length gown as well as samples for fit/design consultations is expected. Bidder should demonstrate proven track record working with specialty textiles and have nuanced understanding of textile development process from concept to finished product. Compensation negotiable based on experience and services offered. Looking forward to reviewing portfolio highlighting past fabric sourcing projects, industry contacts and overall qualifications for this specialized task that will make a bride's fashion dreams come true on her special day.
urgent
URGENT 24 HOUR PROPERTY MANAGEMENT BROCHURE (CONTENT SUPPLIED)
SEE ATTACHED PROPERTY MANAGEMENT BROCHURE CONTENT I urgently need a designer who can use our content to design a brochure with images and probably some infographics etc that compliments/in the style of the website https://www.transparentbpm.co.uk/ We have some photo's to use for the case study - they were sourced online from estate agent photo's so better quality / others ones can be used. I have a *.docx file and also the original images if required. We will expect to be able to request a few changes and expect them to be done within 2 hours or less, but we are on a strict time budget so these will be limited in any event. Please show your portfolio so we can see your previous work. THIS NEEDS TO BE TURNED AROUND in 24 HOURS INCLUDING ALL REVISIONS.
Bridal/Couture Pattern Cutter and Seamstress
Hi, I am currently seeking a sampling and further possible small production partner to support the development for my startup evening dress fashion business. This project is to make 4 looks (2 tops, 2 trousers, and 2 dresses) for sampling. I'm happy to proceed with small production(to make in total around 50 garments) if I'm happy with the quality of the sample. The garments will involve materials such as sequined fabrics, lace, and pre-embroidered textiles. While I plan to source pre-embroidered fabrics, there may be a need for additional embroidery skills to refine certain elements. Also I want someone who can handle lightweight fabrics(chiffon/gerogette/tulle) and who has a equipment to handle these fabrics. I'm looking for someone who has actually worked in couture and bridal industry. I look forward to discussing how we might work together and would appreciate any guidance on the next steps for collaborating.
Sales Agent IN LONDON Premium Ribbons
TO FOCUS ON THE LONDON MARKET, HABERDASHERY SHOPS FLOWER SHOPS FABRIC SHOPS PRODUCTION COMPANIES, ETC... we are a long-established name in the UK haberdashery industry, we have evolved over the years and now specialise in importing high-quality braids and embellishments, and we have a full range of Ribbons. As the sole importers of this popular brand, we maintain an extensive stock of colours, styles, and sizes, We’re currently seeking a skilled sales agent with industry expertise to expand the reach of our distinguished ribbon collections and other products. IN THE LONDON MARKETS SHOPS ETC...
Design Sportswear and Active apparel range
Are you a creative professional with a passion for designing apparel that inspires movement and confidence? Do We’re seeking talented freelancer to help redefine sportswear range for boys and girls, teen girls, teen boys, men and ladies to create innovative, stylish, and inclusive sportswear concepts. We require the freelancer to think outside of the box with the designs, we do not want ideas already out in the public domain – the designs need to be minimalistic yet represent our brand who has developed a tech enabled outdoor materials which adapts to the constant changing body structures. You are to design: Gym and athleisure sportswear Incorporate our fabric tech into your designs Create a range of sets, collections, and underwear for the demographics mentioned above Design a minimalistic and yet a trendy activewears Designs to be elegant and comfy and suitable for yoga, cardio, gym, outdoor activities and home office We are looking for someone who has: Proven experience in this field, with a strong portfolio or track record of successful designs. Passion for sports, fitness, and sustainable fashion. Submit your offer!!!
Agent to find leads
We are excited to announce the launch of our new import-export business and are looking for a talented agent with industry expertise to help us find importers for our spices. The agent will help us find genuine importers from countries outside India. The agent will use personal contacts or research to identify and contact spice importers outside India. You do not have to negotiate with the buyer; just provide us with the leads, and we will take it from there. Just provide us with a list of genuine buyers and their contact. You will be paid a commission if the lead gets converted. You can contact us even if you have just one hot lead. Requirements: Identifying and qualifying potential B2B leads and experience in sourcing buyers. The agent will be paid on commission only after a deal is materialised. The percentage of the commission would be decided with the selected freelancer.
opportunityurgent
Techpack swimwear train and race for swimming/triathlon team
We are seeking a skilled swimwear designer to develop a technical swim pack for our competitive swimming and triathlon teams. The swim pack must incorporate the latest fabrics and design elements to maximize athletic performance in the water. Some key requirements include UV protection, drag reduction, and durable construction capable of withstanding repeated exposure to chlorine from pools. The target market for this swim pack is collegiate and professional level swimming and multisport athletes. As such, the design must showcase an aesthetic that enhances the image of strength, speed and athleticism. Attention to subtle branding elements is important to display team pride and build fan engagement. Fit and comfort over long training sessions and races is also paramount. Sample designs from top performers in the sport have been provided for style inspiration. The selected designer will be expected to create 1 optimized prototype designs within 1 week. Fabric and fit testing will then be conducted with our athletes. Feedback will be used to refine the final production-ready design templates. Strong communication and collaboration skills are needed to ensure the end product meets the technical performance needs of our elite athletes as well as represent our team values. Candidates with proven portfolio of competitive swim and triathlon apparel are strongly preferred.
Fabric sourcing - global
Fabric sourcing agent to find quality linen cotton apparel custom printed, lace custom embroidered fabric - and others - quality fabrics tested, and globally sourced. Ongoing work
Custom WordPress Website and Platform Development
We're looking for an experienced web developer to create a custom real estate platform. This site will not only list properties but also serve as a membership hub for agents and property owners. Key Features: In the frontend website and platform: -Display properties on the homepage with filter features. - An advanced membership system like login and logout for real estate agents and owners. - Real estate agents and owners can enter their information - Please note, listings will require approval before appearing on the site. In the backend platform: - A need for listings to be approved before they go live - Our company can custom listing durations (1 month, 2 months etc.) but the users(e.g. agents, owners and customers) cannot. -Our company can limit on photos/videos for each listing - Our company can control of payment timings - Automatic email verification for all users For customers, - Premium special listing where customers pay to see special properties on the homepage The ideal freelancer for this project should have: - Extensive experience in web development, particularly with real estate platforms. - Knowledge of how to implement complex membership systems. - Ability to create custom web functions tailored to specific needs. - Skills in setting up secure payment systems. - Expertise in ensuring website security and reliability. - Familiar with coding e.g PHP, HTML5, ... After finished the project: -must have to provide all the source code -The website should be controlled by our company The expected budget is USD30 - USD63 The expected timeline is within 1 – 3 days Please find us for more details if you are capable with it. AB System Engineering
opportunity
AI Agent - Real Estate
We are seeking a skilled professional or team to develop an advanced AI-driven solution for sourcing and ranking property development opportunities. The AI agent will focus on identifying office and retail properties with high potential for residential conversion, leveraging data from various sources and performing detailed profitability analyses. Scope of Work The project involves the following key deliverables: 1. Web Scraping Framework - Scrape property listings from a variety of sources, including aggregators, local agencies, and major commercial property firms. - Integrate planning history and nearby development data from local councils and public databases to enhance contextual understanding. 2. Data Enrichment - Enrich property data with additional insights, including: - Residential and commercial market values. - Planning history of the identified properties. - Details and proximity of nearby major developments (e.g., consented projects or completed developments). 3. Property Ranking System - Develop a ranking model using a Profitability Score: - **Formula:** Projected Residential Value - Existing Commercial Value. - Incorporate additional factors such as planning favorability and the influence of nearby developments. 4. Geospatial Analysis (Optional) - Integrate GIS tools for mapping properties, planning contexts, and major developments. - Provide distance-based insights to assess the impact of surrounding projects on profitability. 5. Data Output and Visualization - Create a user-friendly database and an interactive dashboard with filters for: - Location. - Residential and commercial values. - Planning history and nearby developments. - Constraints and other contextual data. - Alternatively, provide the data output in a structured format like an Excel file. 6. Discounted Properties Insights Include a feature to flag discounted properties and document the reasons for the discount, if available. Data Sources to Scrape Property Listing Websites • Aggregators - examples include: EG Property Link, Rightmove Commercial, Zoopla Commercial, CoStar. • Local Agencies - examples include: Lewis and Co, Andrew Scott Robertson, Kalmars, Frost Meadowcroft. • Major Agencies - examples include: CBRE, Knight Frank, Savills, JLL. • Government websites Planning Context • Planning History: Local council planning portals (e.g., Planning Portal UK). Data points: past applications, approval/denial status, constraints (e.g., conservation areas, flood zones). • Nearby Major Developments: Local council development plans, regional planning announcements. Data points: project type, size, status, proximity. • News outlets: Check if there are any articles about the property or the surrounding area Market Value Data • APIs or public databases providing residential sale/rental values and commercial sale values. Right move and Zoopla do residential values well. Commercial values can be from the listing. Data Points to Collect Property Information • Title, listing type (sale/rent), source URL, use type (office/retail). • Location (address, nearest tube or train station). • Sale price (in the cases where the unit is for rent or the price in not listed there will need to be a function to reach out.) • Rent (£ and £/psf) • Size (psf) • Floors (#) • Agent Details - (Name, Email, number, website) Financial Data • Residential value: average price/rent per square foot in the area. Right move and Zoopla do residential values well. Commercial values can be from the listing. • Commercial value: average lease/sale price for commercial properties. This can come from the listing • Price history and vacancy duration. Planning Context • Planning history: applications, approval/denial, constraints. • Nearby developments: type, size, status, proximity. Deliverables • A system that collects property data from various sources and organizes it in a user-friendly way. • A database containing enriched property information, including market values and planning context. • An interactive dashboard to visualize and filter property information based on user needs. • Simple documentation to explain how to use the system and its features. • A system that keeps track of issues during data collection and provides error reports if something goes wrong. Additional Considerations • Real-Time Updates: Potential to schedule regular scrapes to keep the data current. Implement change detection to update existing records. • Scalability: Design the system for high-volume scraping and analysis. • Error Handling: Handle site changes, rate limiting, and data inconsistencies gracefully.