3d Modelling Portugal Projects

Senior AI/ML Engineer

I’m upgrading our risk-and-compliance platform and need an EU-based engineer who can blend robust software craftsmanship with hands-on machine-learning expertise. The mandate is to automate decision-making across key customer-facing features by fusing classical ML techniques with Large Language Models. You’ll design the end-to-end pipeline in Python, harnessing PyTorch, TensorFlow or scikit-learn to train, evaluate and continuously improve models, then ship them as production-ready services that scale and stay maintainable. Solid experience integrating models into distributed systems, setting up meaningful evaluation metrics and communicating findings to non-technical stakeholders will be crucial, as you’ll work side-by-side with product, legal and data teams. Deliverables I’ll review: • Clean, well-documented Python codebase that builds, tests and deploys the chosen models • Containerised service or microservice exposing the decision-automation endpoint • Evaluation report covering model performance, drift-monitoring strategy and rollback plan If you have 4+ years of professional software engineering in production ML settings and can articulate your design choices clearly in English, I’d like to hear how you would tackle this challenge.

Childrens Book

Im lookiing for a Childrens book Illustrator Brief – Emna Book Series (Pahari Publishing) 1. Project Overview I am developing a 5-book children’s series titled Emna’s Journey, set across Bhimber, Kotli, and Mirpur (Jammu Occupied by Pakistan). The series combines: cultural heritage landscape storytelling spiritual themes (river, memory, ancestry) The illustrations must carry both: child-friendly warmth emotional and historical depth 2. Target Audience Primary: Ages 5–8 (or confirm if 8–11 depending on book) Format: 32-page illustrated picture book Layout: Full-page illustrations + some spot illustrations 3. Main Character – Emna Age: 5–7(depending on book) Personality: curious observant emotionally sensitive connected to nature and history Visual Requirements: expressive eyes (key requirement) clear emotional range (joy, curiosity, sadness, wonder) consistent design across all pages Clothing: culturally accurate Pahari/Jammu attire modest, traditional influences (not generic “South Asian”) 4. Art Style Direction Required style: soft, painterly or textured digital illustration warm lighting (golden, natural tones) expressive characters (NOT flat cartoon style) Avoid: stiff poses repetitive facial expressions overly glossy / plastic 3D look generic stock-style cultural visuals 5. Environment & Setting Scenes include: hills and mountains (Pir Panjal region) rivers (especially Jhelum symbolism) forts, villages, natural landscapes Key requirement: Environments must feel: lived-in atmospheric culturally grounded 6. Emotional Tone The story includes: joy and discovery memory and history moments of reflection Illustrations must support: emotional storytelling, not just decoration 7. Deliverables (Test Phase First) Initial test includes: Character close-up (Emna expression study) Full scene (environment + character) Interaction scene (Emna + another figure) 8. Workflow Expectations Sketch approval before final rendering 2–3 revision rounds per illustration Consistent character model sheet required early 9. Long-Term Potential This is a 5+ book series, so I am looking for: consistency reliability ability to grow with the project Additional info: “This project is very meaningful to me culturally and personally, so I’m looking for an illustrator who can bring emotional depth as well as technical skill.”

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Freelance Photographer for Emerging Womenswear Brand (London)

Looking for a freelance photographer to support an upcoming shoot for a new womenswear brand. This is a paid opportunity, working with a modest startup budget, and would suit someone looking to build their fashion portfolio and collaborate creatively. Shoot details: London-based Half-day shoot Small, curated collection Mix of e-commerce and more creative imagery Ideally looking for someone who: Has an interest in fashion photography Is collaborative and open to creative input May have access to a studio or be able to suggest locations (a bonus, not essential) May be able to recommend models / HMUA (also a bonus) Please share: Portfolio / Instagram Your rates (or openness to working within a startup budget) Any additional resources you can offer (studio, team, etc.) Looking for someone reliable, creative, and excited to be part of something new. Thank you!

Senior AI Developer /AI Automation Engineer (LLM, AI Agents,)

Job Overview: We are looking for an experienced AI Developer / AI Automation Engineer to design and build advanced AI applications, intelligent agents, and automation platforms similar to leading AI products for different industries.: • (AI-powered enterprise legal assistant) • (AI agent-based digital workforce platform) • (Generative AI business automation platform) • (AI analytics and marketing intelligence platform) These platforms leverage LLMs, AI agents, data pipelines, automation workflows, and API integrations to automate business operations, data analysis, marketing insights, and enterprise workflows. The ideal candidate should have strong experience in Generative AI, LLM development, AI agent frameworks, and automation systems. Key Responsibilities: 1. AI Application Development • Design and build AI-powered applications using LLMs • Develop AI agents capable of performing automated tasks • Implement retrieval augmented generation (RAG) systems 2. AI Agent & Workflow Automation • Build multi-agent AI systems • Create automated business workflows for: • marketing • analytics • customer support • data processing 3. LLM Integration • Integrate AI models such as: • OpenAI • Claude • Gemini • Llama • Fine-tune models for domain-specific applications. 4. Data & Knowledge Systems • Implement vector databases and semantic search • Build knowledge bases for enterprise AI assistants. 5. API & SaaS Integration Integrate AI with: • CRM systems • Marketing platforms • Google Ads / Meta Ads • analytics dashboards • internal business systems. 6. AI Analytics & Reporting Develop AI-powered analytics dashboards for: • marketing data • campaign optimization • predictive insights. Required Technical Skills AI / Machine Learning • Generative AI • Large Language Models (LLMs) • Prompt Engineering • RAG architecture • AI agents Programming Languages • Python (mandatory) • JavaScript / TypeScript • Node.js AI Frameworks Experience with at least one: • LangChain • LlamaIndex • AutoGPT • CrewAI • Semantic Kernel • HuggingFace AI Infrastructure • Vector Databases (Pinecone, Weaviate, Chroma) • Model deployment • AI APIs Cloud Platforms • AWS • GCP • Azure Databases • PostgreSQL • MongoDB • ElasticSearch DevOps • Docker • Kubernetes • CI/CD Preferred Skills • AI agent development • AI workflow automation • Data pipeline development • Marketing analytics AI • NLP systems • Chatbot / AI assistant development AI Products / Systems You May Work On Develop systems similar to: • AI Legal Assistant Platforms • AI Business Automation Agents • AI Marketing Analytics Platforms • Enterprise AI Knowledge Systems • AI SaaS Automation Tools Candidate Profile: We are looking for someone who: • Has strong experience building AI products • Understands LLM architecture and AI workflows • Can design AI SaaS platforms from scratch • Has experience building scalable AI systems Note: This is going to be a long term Full time position with good salary package. Please only apply if you are not working for any agency and you will be fully dedicated to work only with us since this is not one time project and we want those to be a part who want to be with us for long time. Best Regards Ashish

Concept Design for a Modern Villa

Job title Front Entrance & Driveway Concept Design for a Modern Villa (Photos + SketchUp Provided) Job description I am looking for a creative exterior architect or landscape designer to help design the front outdoor layout of a villa currently under construction. The goal is to propose a coherent and elegant entrance concept for the front of the house, based on photos that I will provide. I can also share the original architect’s 3D model in Google SketchUp to make the work easier and more precise. The design should focus on the organization of the front exterior areas, including the access to the garage, the main entrance path, and a small parking area. Ideally, the proposal would include a ramp on the left side of the façade leading up to the garage. The pedestrian access to the front door could either be integrated within this ramp or designed as a staircase. A staircase solution where light could pass underneath the steps would be particularly interesting and architecturally appealing. One important constraint is accessibility: the design must allow someone to reach the front door using a wheelchair. The entrance should therefore include a smooth and practical accessible path. On the right side of the house, I would like to integrate a small parking area in front of the building. There are also a few specific constraints to consider. From the front door and the small patio area, there is a staircase that goes down on the right side toward the basement level. This staircase is hidden behind the small wall visible on the right side of the façade and should remain discreetly integrated into the design. A mailbox should also be included at the front of the property along the street. Finally, the far left side of the property must remain a clear passage allowing a car to drive through to access the back of the house. This circulation space must remain open and functional. Front Entrance & Driveway Concept Design for a Modern Villa (Photos + SketchUp Provided) The objective is not detailed construction drawings but strong visual design proposals that help define the look, circulation, and atmosphere of the front exterior. Deliverables ideally include visual concepts, sketches, or simple 3D views showing the proposed layout and design ideas. from the initial drawing we can discuss more $ to elaborate

Make a (production/demo) level install of a DGX Spark cluster

Hi, I'm looking for an experienced AI infrastructure specialist — or a passionate enthusiast with solid hands-on experience — to build a robust, flexible, and high-performance backend foundation for OpenClaw (an open-source autonomous AI agent) on two NVIDIA DGX Spark systems connected via 200 GbE (ConnectX-7). The goal is a stable, demo-ready environment that showcases the power of open-source models. OpenClaw will run on a separate system and connect easily via OpenAI-compatible APIs (or equivalent best-practice interfaces). Everything should prioritize: Easy remote access and external connectivity (via Tailscale/ZeroTier). Fast performance within the hardware's unified memory constraints. Simple model switching/adding later (hot-swappable where possible). Persistent services with web UIs for live demos. On-demand tools that can spin up/down cleanly. Hardware & Current State 2× NVIDIA DGX Spark (Grace Blackwell, 128 GB unified LPDDR5x memory each, ARM64). 200 GbE interconnect + 1 GbE internet links. I have a basic cluster setup, timeshift snapshots, ZeroTier, and Tailscale already running. You're welcome to rebuild from scratch if that's cleaner and faster. Core Requirements (Persistent Where Possible) vLLM as primary inference engine with a large-context main model (e.g., Nemotron 120B or equivalent). Must support easy switching to newer models. Whisper (or best-practice alternative like faster-whisper) – ready for OpenClaw API integration. Piper TTS – ready for OpenClaw API/text-to-voice integration. All persistent services should run with clean web UIs for demo purposes. On-Demand Tools (Configured for Easy External/Tailscale Access + Web UIs) Ollama + web UI (for specific or scheduled models). OCR model + workflow (let's discuss the best option—e.g., EasyOCR/PaddleOCR—and data saving/integration with other tools). Image generation (primary for OpenClaw use) with multiple models available. LoRA training tools for image generation. RAG / vector DB (choose the best integration with OpenClaw and other tools—e.g., Qdrant, Chroma, or Milvus). Multi-agent capable dev tools / environment. Central Portal & Usability A single web-based portal (e.g., OpenWebUI or equivalent) for central access to all tools, easy model switching, admin controls, and live demos. Nice-to-Have / Optional Enhancements (quote separately if interested) Full 2-node clustering with tensor parallelism (e.g., using the open vLLM-DGX-Spark repo or Ray/NCCL). Docker Compose / lightweight Kubernetes orchestration for easy updates and portability. Monitoring dashboard (Prometheus + Grafana). NVIDIA NIM microservices for optimized inference. Any other best-practice tools you recommend for integration, speed, or flexibility. Your Profile You're deeply familiar with these tools (or eager to dive in as an enthusiast), NVIDIA DGX systems (especially Spark/Grace Blackwell), multi-node inference (vLLM, tensor/pipeline parallelism), Docker/containerization, and API integrations. You understand VRAM/unified-memory optimization and can make everything work together smoothly. Bonus if you have experience with OpenClaw, OpenWebUI, RAG pipelines, or agent frameworks. Proper English communication (written and spoken) is a must for smooth collaboration. Timeline & Expectations We have a tight deadline — I need a stable, running environment live as soon as possible. You're completely free to experiment, test, and play around with different configurations during setup, but the priority is delivering a functional, demo-ready system quickly. Speed matters, while still maintaining quality and stability. Compensation Competitive hourly rate (fully flexible and based on your region, experience, and the exact scope) or a fixed-price project bid if preferred. I'm completely open to discussion—propose whatever rate works best for you and your location. This project serves as a test case for potential further collaboration and ongoing work if it goes well. If you're the right fit, there will be plenty of exciting follow-up opportunities. Work Style & Availability This is remote work. I am completely flexible on working hours and not EU-bound. As long as you're excellent at what you do, I'm happy to work with talent from anywhere in the world (including low-income countries—great people deliver great results everywhere). If this sounds like a good fit, reply with: Your relevant experience (especially with DGX Spark, vLLM multi-node, or similar stacks — enthusiasts with strong practical knowledge are very welcome). Rough timeline and cost estimate (with your proposed rate). Any questions or suggested improvements. Looking forward to building something powerful together!

Realist children’s book illustrator

Seeking a realist children’s book illustrator for Emna’s Journey, a 5‑book series set in Bhimber, Kotli and Mirpur. Create warm, painterly digital art with textured brushwork, natural golden lighting and expressive, consistent character design for Emna (age 5–8) with emotionally rich eyes and authentic Pahari/Jammu attire. Illustrations must convey landscape storytelling—hills, Jhelum, forts—and support themes of memory, ancestry and reflection. Deliverables: expression study, full scene, interaction scene; sketch approvals, 2–3 revision rounds, consistent model sheet. Long‑term collaboration desired. 15 illustrations, 10x10 book, 1 cover, 32 page pagination, each book £200's

Part-time editor for a depth-first YouTube channel

I’m looking for an editor who can do more than cut footage. This channel is intellectually dense and idea-driven. The job is to help shape meaning, pacing, clarity, and retention. I care about judgment, compression, and editorial instinct as much as software skill. You may be a strong fit if you: edit in Premiere and are comfortable with subtitles, zooms, callouts, screen inserts, and light motion graphics know how to tighten a long conversation or idea-heavy piece into something compelling care about hooks, cold opens, pacing, structure, and visual rhythm are curious about AI, systems, entrepreneurship, personal operating models, or serious knowledge content want real portfolio-building work To apply, send: 2 to 3 samples you edited yourself one sample that best shows pacing or explanatory editing a short note on why this channel/context interests you your rate

AI / Machine Learning Engineer (LLM & Applied AI) – Remote (EU)

Responsibilities AI / Machine Learning Build and deploy AI-powered applications using existing Large Language Models (LLMs). Design systems that ingest data, extract structured insights, and generate accurate outputs. Develop RAG pipelines, chunking strategies, and LLM orchestration workflows. Build tools for model training, evaluation, inference serving, monitoring, and alerting. Experiment with modern ML frameworks and open-source AI tools. Software Engineering Develop scalable microservices that integrate AI models with production systems. Build APIs and backend services to process and manage AI-generated data. Work with modern programming languages such as Python, JavaScript, Go, or Rust. Data Engineering Design pipelines to extract, transform, and load data from multiple sources. Clean, normalize, and validate datasets for model usage. Optimize data pipelines for reliability and performance. Database & Infrastructure Design database schemas and optimize queries. Manage performance and scalability of data storage systems. Ensure AI infrastructure is production-ready and scalable. Collaboration Work closely with product managers, engineers, and subject matter experts. Communicate technical challenges and solutions clearly. Help define best practices for AI system architecture and development. Requirements Based in the European Union 8+ years of software engineering experience Strong experience with Python or JavaScript Hands-on experience with LLM APIs (OpenAI, Anthropic, or similar) AI / LLM Experience Experience building RAG systems Knowledge of chunking strategies for LLM optimization Experience with LangChain, LangGraph, or similar orchestration tools Familiarity with AI monitoring, observability, and evaluation frameworks Experience building agent-based workflows or AI automation Engineering Experience Experience building microservices and scalable systems Strong knowledge of data pipelines and ETL processes Experience designing and optimizing databases and data models Additional Skills Strong understanding of ML concepts and NLP techniques Ability to work with ambiguous problems and rapidly evolving AI tools Experience with modern software development practices (Git, testing, CI/CD, code reviews) Engagement Details Location: Remote (EU-based freelancers only) Contract: Freelance Availability: Part-time or Full-time Duration: Long-term collaboration possible Nice to Have Experience building AI agents or multi-agent workflows Experience with evaluation frameworks for LLMs Experience deploying AI infrastructure in production environments

AI / Machine Learning Engineer (LLM & Applied AI) – Remote (EU)

Responsibilities AI / Machine Learning Build and deploy AI-powered applications using existing Large Language Models (LLMs). Design systems that ingest data, extract structured insights, and generate accurate outputs. Develop RAG pipelines, chunking strategies, and LLM orchestration workflows. Build tools for model training, evaluation, inference serving, monitoring, and alerting. Experiment with modern ML frameworks and open-source AI tools. Software Engineering Develop scalable microservices that integrate AI models with production systems. Build APIs and backend services to process and manage AI-generated data. Work with modern programming languages such as Python, JavaScript, Go, or Rust. Data Engineering Design pipelines to extract, transform, and load data from multiple sources. Clean, normalize, and validate datasets for model usage. Optimize data pipelines for reliability and performance. Database & Infrastructure Design database schemas and optimize queries. Manage performance and scalability of data storage systems. Ensure AI infrastructure is production-ready and scalable. Collaboration Work closely with product managers, engineers, and subject matter experts. Communicate technical challenges and solutions clearly. Help define best practices for AI system architecture and development. Requirements Based in the European Union 8+ years of software engineering experience Strong experience with Python or JavaScript Hands-on experience with LLM APIs (OpenAI, Anthropic, or similar) AI / LLM Experience Experience building RAG systems Knowledge of chunking strategies for LLM optimization Experience with LangChain, LangGraph, or similar orchestration tools Familiarity with AI monitoring, observability, and evaluation frameworks Experience building agent-based workflows or AI automation Engineering Experience Experience building microservices and scalable systems Strong knowledge of data pipelines and ETL processes Experience designing and optimizing databases and data models Additional Skills Strong understanding of ML concepts and NLP techniques Ability to work with ambiguous problems and rapidly evolving AI tools Experience with modern software development practices (Git, testing, CI/CD, code reviews) Engagement Details Location: Remote (EU-based freelancers only) Contract: Freelance Availability: Part-time or Full-time Duration: Long-term collaboration possible Nice to Have Experience building AI agents or multi-agent workflows Experience with evaluation frameworks for LLMs Experience deploying AI infrastructure in production environments

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APA 7 Nursing Personal Statement / Graduate Admissions

I am looking for a qualified writer with experience in nursing education, graduate nursing applications, or academic writing to help me develop a professional admissions essay/personal statement. The essay should address the following: Explain how my professional nursing experience has prepared me for this degree and future nursing role Outline my long-term career goals, including my desired patient population and/or practice setting Demonstrate understanding of the role and scope of practice for the nursing profession I am pursuing Connect my background, work experience, and goals to the program and profession Use the essay to explain any weaknesses, such as GPA concerns or limited direct experience, while showing why I am still prepared and a strong candidate Include support from relevant professional sources such as the AACN Essentials and the APRN Consensus Model, where appropriate Requirements: Maximum 3 pages Written in a professional academic tone Formatted in APA 7th edition Strong grammar, organization, and flow Must be original and tailored to my background Experience with nursing school application essays preferred

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Custom website.

SmarTECH-PRODUCTS Ltd is a tech start up which is pre-revenue, incorporated in Jan of this year. The products that I have developed are smart physical security products that are designed to recover lost or stollen assets in as little as a few minutes and with a recovery rate of up to 99% depending on the application. The target market will be insurance companies/brokers. distributors/retailers and B2C. The B2C page will be there as a ecommerce store and will only be able to access that page. The insurance companies and brokers will have a page only accessed by them and the same to the distributors/retails. Where both of these pages will be a landing page for information on the products, how they work and how they will benefits their business model along with a contact form. Each page will seem to be a standalone page with no access to any of the other pages.

AI Automation Consultant

Company Overview Elegant Enterprise-Wide Solutions, Inc. is a government-focused IT services and consulting firm delivering innovative, enterprise-scale solutions across Federal, State, Local, Defense, and Intelligence sectors. With deep experience in complex environments, we specialize in software development, data analytics, cloud computing, cybersecurity, IT engineering, and business process automation—helping organizations modernize systems, improve efficiency, and achieve mission-critical outcomes. Position Overview Elegant Enterprise-Wide Solutions is looking for an experienced AI Consultant on a project-based / on-demand engagement model to design and implement AI-driven solutions that automate and enhance our Process. This role is best suited for a self-driven professional who can independently deliver outcomes and work on specific assignments with defined deliverables and timelines Engagement Model • Type: Freelance / Independent Consultant • Work Mode: Remote Required Qualifications • 4–8 years of experience in AI/ML, automation, or related domains • Hands-on experience with LLMs (e.g., GPT-based solutions, prompt engineering) • Strong understanding of automation workflows and APIs • Experience with tools such as: o Python, APIs, automation tools (Zapier, Make, Power Automate, etc.) • Ability to independently design and deliver solutions Application Requirements Interested candidates should share: • Relevant project experience • Examples of AI/automation solutions built • Tools and technologies expertise Availability and expected commercial terms (per project) Note: IST Time zone people are Preferred.

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Touch controlled fiber optic lighting system

ouch sensor array → AI translation layer → fiber optic light control system. I've got the concept mapped out and will handle all materials procurement. Need someone who can turn this into working hardware in person. Technical requirements: • Pressure/capacitive touch sensor integration • Arduino/microcontroller programming for sensor data processing • Machine learning model deployment (edge computing preferred) • Fiber optic LED driver circuits • Real-time response optimization The system needs to translate touch patterns and pressure variations into corresponding fiber optic light behaviors. Think responsive surface that learns user interaction patterns over time. I'll provide: - All hardware components and materials - Technical specifications and design requirements - Project timeline and testing protocols Looking for: - Arduino/embedded systems expertise - Experience with sensor arrays and LED control - Ability to work in Canary Wharf area - Interest in human-computer interaction projects This is part of ongoing research into bio-responsive interfaces. Good opportunity for someone who wants to work on cutting-edge HCI applications.

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Booking App

We seek an experienced mobile development team to complete a booking app from an existing raw model. Responsibilities include verifying and displaying hotel and room amenities accurately, integrating and securing required API credentials, producing installable Android (.apk) and iOS app packages, managing app store registrations under our company name, and delivering a fully functional, tested mobile application. Clear documentation, post-launch support, and adherence to platform guidelines are required. Details to be discussed in a meeting.

AI Engineer

I need an experienced AI Engineer to help me with managing and maintenance on my new AI image generation platform. The development work is completed. However, I need someone who is experienced with prompt engineering and AI image generation models. Will be looking to hire this individual on an as needed long-term basis, and can discuss future rates for long term maintenance of the app. I need immediate support, someone who is reliable, knowledgable, and has the bandwidth to prioritize this project.

Purchase and shipping of 50 KG Ceramic CPUs

Requirements: Ceramic CPUs only (Intel / AMD / Motorola or similar) Prefer older models such as 486, 386, AMD K5, K6 Condition: Used, scrap, or untested (acceptable) Must be ceramic type, NOT plastic Clean material preferred (minimal dirt, no excessive breakage) Quantity: Total: 100 KG Shipment: Single batch or multiple shipments (to be discussed) Supplier Requirements: Must provide real product photos before shipping Price per KG must be clearly stated Shipping cost to Egypt must be specified Lead time for preparation and delivery Preferred Sellers: Suppliers experienced in electronic scrap Ability to supply large or continuous quantities is a plus Budget: Please submit your offer with price per KG (with/without shipping) Additional Notes: I am interested in long-term cooperation if the quality and pricing are competitive.

Build a Smart AI Chatbot to Automate Your Business Conversations

Create a sophisticated AI chatbot to automate and streamline business conversations across platforms. The system should interpret intent, manage dialogue flows, handle FAQs, escalate complex queries to human agents, and integrate with CRM and scheduling tools. Deliverables include conversational design, training datasets, deployment-ready model, testing suite, and documentation. Emphasize reliability, multilingual support, data privacy compliance, and measurable performance metrics to enhance customer engagement and operational efficiency.

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AI database management

Seeking an experienced developer to build a bespoke AI-driven lead generation platform inspired by valuationleads.com. The system must aggregate and cleanse diverse data sources, deploy machine learning models to score and prioritize prospects, integrate with CRM systems, and present an intuitive dashboard for campaign management and analytics. Emphasis on robust data security, scalability, and automated outreach workflows. Deliverables include comprehensive documentation, testing, and deployment.

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Business Analyst (ERP / Supply Chain / Distribution Systems)

We are looking for an experienced Business Analyst (BA) to support the next phase of an ERP system currently under development. Approximately 60% of the system has been completed, with a strong frontend already developed. Before moving into backend development, we require a skilled BA to review, refine, and structure the system from a business and process perspective. This role is critical in ensuring the platform aligns with real-world operational workflows, particularly in a distribution and supply chain environment. --------------------- Analyse current system workflows, identify inefficiencies, and define improved business processes across procurement, inventory, and sales. Document clear requirements and ensure alignment between business needs and technical development. - Create detailed documentation: - Business Requirement Documents (BRD) - Functional Specifications (FRD) - Process flow diagrams (As-Is / To-Be) - Define system workflows across: - Procurement & purchasing - Inventory & warehouse management - Sales order lifecycle - Logistics & dispatch - Credit control & payments - Support data modelling and system structuring - Work closely with developers to prepare for backend implementation