Order Processing Projects

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

opportunity

Senior UK Family Lawyer Needed

Advice Before Mediation (High Asset Divorce / Property & Business Interests) I am looking for a highly experienced UK family lawyer (preferably 15–20+ years experience, partner level solicitor or barrister) for a paid consultation to help me understand my position before entering financial mediation. This is not a request to formally instruct a solicitor for ongoing litigation at this stage. I am looking for strategic advice to understand my position and prepare for mediation. Background: • Married approx. 8 years • Two children (aged 6 and 2) • MIAM mediation process currently starting • I would ideally like to move toward shared parenting over time Financial situation is more complex than a typical case and includes: • Multiple property investments • Some assets acquired before the marriage • Property refurbishments and development projects • Company interests (trading business in health products sector) • Loans including family loans and commercial project loans • Rental income and mortgages across several properties I would like advice on: Likely financial settlement range in a case like this How courts typically treat non-matrimonial assets (assets acquired before marriage) How business interests are treated in divorce How property portfolios and associated debt are assessed Impact of shared parenting vs primary residence on financial outcomes Strategy for approaching financial mediation Risks I should be aware of before financial disclosure I am looking for: • A UK qualified family solicitor or barrister • Significant experience in financial remedy cases • Experience with property portfolios and business assets • Straightforward, pragmatic advice Format: • Initial consultation via Zoom or phone • Approximately 60–90 minutes • Happy to pay an appropriate professional fee for the right expertise Please include: • Your years of experience • Your current role (partner / solicitor / barrister etc.) • Experience with complex financial remedy cases Location is not important as consultation will be remote. Thank you.

opportunitypre-fundedurgent

Shopify Web Designer / Developer Needed (UI/UX + Features)

We want to make clear our budget is not up for negotiation at this time. Our Project consist of taking current template and building a new one modified or a new updated theme. Current setup is outline here. We use Flxpoint which has been mapped correctly. 98% of all the data is taken care of already. All data point for the descriptions and mapping are controlled from Flxpoint. - The part that must be done here is all that information needs to lay out in a expert organize design for each product page and all others styles. Focus of the project is the building, structuring and design of the site whatever else required. Scope of Work 1. UI/UX Design & Frontend Development Architect and implement a high-performance, conversion-optimized user experience Design scalable navigation and taxonomy for: 30,000–65,000 products 150,000+ images and product assets Develop or heavily customize a Shopify theme with: Mobile-first, responsive design Optimized product discovery (search, filters, categories) Clean, modern UI aligned with adult retail standards Ensure accessibility, usability, and intuitive customer flows 2. Backend Architecture & Data Integration Integrate with an existing data warehouse (pre-mapped product data) Implement real-time or near real-time data syncing for: Product feeds Inventory updates (drop-shipping model) Pricing and availability Ensure robust data mapping and normalization between source feeds and Shopify 3. App & API Integrations Configure and integrate third-party systems including: Payment gateways Inventory and order management systems Google services (Analytics, Tag Manager, Shopping feeds) AI assistant / automation tools Develop custom middleware or private apps where required 4. Performance Optimization Optimize for: Page speed (Core Web Vitals) High-volume image delivery (CDN, lazy loading, compression) Efficient Liquid rendering and API calls Streamline checkout experience to maximize conversion rates Implement advanced caching and performance strategies 5. Project Management & Delivery Provide structured project governance: Defined milestones and timelines Regular stakeholder communication Agile or sprint-based delivery model Conduct: QA testing (functional, regression, performance) UAT support prior to launch 6. Maintenance & Ongoing Support Post-launch support including: Debugging and issue resolution Feature enhancements Platform updates and optimization Required Team Composition We will only engage with teams or agencies capable of covering all functional areas: Shopify Developer(s) Expertise in Liquid, custom theme development, and backend logic UI/UX Designer Proven experience designing high-SKU e-commerce experiences Project Manager Responsible for delivery, communication, and scope management Technical Requirements Shopify / Shopify Plus experience (strongly preferred) Proficiency in: Shopify Liquid HTML5 / CSS3 JavaScript (React, jQuery or similar frameworks) API integrations Git/version control Experience handling: Large-scale product catalogs High-volume image optimization Drop-shipping workflows Vendor Qualification Criteria We are not evaluating based on public URLs alone. All applicants must provide: Verifiable, real project evidence, including: Code samples (where permissible) Architecture breakdowns Before/after performance metrics Detailed case studies of past builds Demonstrated experience delivering complex, high-scale e-commerce platforms Key Success Factors Scalable architecture capable of handling large datasets Clean, intuitive UX that drives conversion Reliable integration with live product feeds Strong communication and structured execution Ability to deliver a production-ready platform end-to-end

Support Operations Analyst Needed for Remote Role

I am seeking a proficient Support Operations Analyst to enhance and optimize my customer support operations in a remote capacity. The ideal candidate will possess a robust analytical mindset, exceptional communication abilities, and a fervent dedication to refining processes that elevate customer satisfaction and operational efficacy. Key responsibilities include monitoring and optimizing support workflows, developing performance reports and dashboards, identifying improvement areas, collaborating with cross-functional teams, conducting data analysis for support issues, and creating comprehensive documentation for support processes. Candidates should demonstrate proven experience in customer support analytics or related fields, strong proficiency with data analysis tools, and excellent problem-solving skills. Familiarity with SaaS platforms and customer support systems is advantageous. This position offers flexibility, with options for part-time or full-time engagement and the potential for long-term collaboration.

opportunity

WordPress / WooCommerce Development (SEO-critical + CRM)

We are looking for an experienced WordPress/WooCommerce developer to build a new website on a staging environment, based on an existing website with strong SEO performance. This is not a simple website build. The main challenge is: - preserving SEO rankings - correctly integrating a custom CRM plugin - ensuring a smooth migration and launch ______ Project context The business rents out party and decoration items. ± 2,000 products ± 40 categories Products can belong to multiple categories Clear structure, filtering and scalability are essential ______ Project Scope - Build a new WordPress/WooCommerce website on a staging environment - Use an existing theme (no need to design from scratch) - Integrate a custom-built plugin that connects a CRM with WordPress - Structure products and data based on CRM input - Prepare full migration to live environment ______ Key Functional Requirement (Important) - This is not a traditional webshop. - There is no payment / checkout process - Products are added to a quote request (cart as quotation) - Guests can submit their selected products as an inquiry/request - The “cart” functions as a quotation request system So: - No payment gateways needed - No transactional checkout ____ Key Requirements (Critical) 1. CRM Plugin Integration - Products and data must be automatically retrieved from the custom plugin - Ensure correct mapping between CRM data and WooCommerce products - Products must support multiple category assignments - Stability and performance are crucial 2. SEO Preservation (Highest Priority) This project will fail if SEO rankings drop. You must ensure: - Existing URL structure is preserved (or properly redirected) - All 301 redirects are correctly implemented - Metadata, headings, and internal linking are maintained - XML sitemap and robots.txt are correctly configured - No indexation issues during staging/live transition ______ Process & Collaboration This is a long-term, iterative project: Build → test → feedback → improve (multiple rounds) - Close communication required - You must be comfortable working in structured feedback cycles ______ Launch & Aftercare The freelancer is also responsible for: - Supporting the go-live - Monitoring the website after launch Fixing any issues related to: - SEO drops - Broken links - Plugin/data sync issues - Performance ______ We will only consider serious candidates. Please include: - Your approach - How would you handle SEO-safe migrations? - How do you ensure rankings are preserved? - Experience - Examples of similar projects are a big plus (WordPress + WooCommerce + migrations) - Experience with custom plugins / API / CRM integrations ______ Technical approach - How you handle staging → live deployment - How you test data integrity and SEO Risk management - What are the biggest risks in this project? - How do you prevent them? ______ Important Notes - Budget is fixed. - This is not a quick build: quality and stability matter more than speed! - Communication must be clear and structured - We are looking for a long-term collaboration partner. Also for maintenance in future

Backlinks needed with UK traffic (NO PBN)

Here’s a **brief hiring summary / job brief** you can post or send to a backlink freelancer/agency. --- ## Backlink Outreach Specialist Needed (UK Property & Finance) I’m hiring someone to run **high-quality link acquisition** for a UK mortgage/property business website. The goal is to build authority and rankings through **real UK-relevant placements** (not PBNs, not link farms). ### Required target publications (priority list) You must be able to secure placements/mentions/links on **some or all** of the following sites (through legitimate contributor/editorial/sponsored routes where applicable): * londonlovesproperty.com * propertyinvestortoday.co.uk * landlordtoday.co.uk * business-money.com * propertywire.com * finance-monthly.com * bbntimes.com * introducertoday.co.uk * helpandadvice.co.uk * financialanalystinsider.com > If any of these are not feasible, propose **equivalent alternatives** (UK, property/finance aligned) with similar authority/traffic and explain why. ### Scope of work * Prospecting + relationship outreach to editors/contributors * Pitching article ideas and securing placements * Writing or coordinating **high-quality guest articles** (finance/property relevant) * Natural anchor text planning + correct target URL mapping * **Pre-approval required** before publishing (site + topic + anchor + URL) ### Quality rules (non-negotiable) * **No PBNs, no spam networks, no automated link drops, no comment/forum spam** * Sites must have **real organic traffic** and a clean outbound link profile * Links must be placed **in-context** within relevant content (not author bio only) * Disclose link attributes honestly (dofollow / nofollow / sponsored). **No misrepresentation** * Avoid over-optimised exact-match anchors; keep it natural and brand-safe ### Deliverables & reporting (per placement) Provide a simple sheet with: * Live URL + target page + anchor text used * Domain metrics (DA/DR) + estimated organic traffic * Link type (dofollow/nofollow/sponsored) + placement date * Screenshot + confirmation it’s indexable (not blocked/noindex) * Replacement policy if removed within 60–90 days KPIs * Start with a **test order: 2–3 placements** in the first 2–4 weeks * Scale to an agreed monthly volume once quality is proven What to include in your proposal * Proof of past placements in **UK finance/property** * Which of the required sites you can deliver and **how** (editorial/contributor/sponsored) * Expected timelines, pricing model (per link / per month), and replacement guarantees

Android mobile application for attendance tracking

Develop an Android mobile application for attendance tracking, primarily for field-based users (e.g., delivery, sales, or route-based work). The app supports biometric authentication, geo-location-based punching, and admin-managed routes with sequential check-ins at start, intermediate, and end points. Key Features • User Authentication and Punching: ◦ Users punch attendance via the app using biometric methods (e.g., fingerprint or face recognition). ◦ Each punch records the user’s current geo-location (latitude/longitude) and timestamp. ◦ Attendance data is stored securely (e.g., in a backend database like Firebase). • Route Management (Admin Side): ◦ Admin can create custom routes from point A to point B. ◦ Routes include optional intermediate locations (e.g., A1, A2, B1, etc.), defined via geo-coordinates or addresses. ◦ Admin assigns specific users to a route. • User Route-Based Attendance (User Side): ◦ Assigned users must mark attendance sequentially along the route: ▪ Start at point A (punch only allowed within proximity of A). ▪ Then at intermediate points (e.g., A1, A2) in order. ▪ End at point B. ◦ App enforces sequence: Prevents punching at a later point until prior ones are completed. ◦ Geo-validation ensures punches occur near the designated locations (e.g., using geo-fencing with a radius threshold). • Additional Considerations: ◦ Backend integration for data sync (e.g., Firebase or custom server). ◦ Security: Prevent spoofing (e.g., fake GPS) via additional checks like device ID or Wi-Fi. ◦ UI/UX: Separate views for admin (route creation/assignment) and users (punching/history). ◦ Tech Stack Suggestions: Android Studio (Kotlin/Java) or Flutter for cross-platform; Google Maps API for route visualization and geo-services. Potential Extensions • Reports: Admin dashboard for viewing attendance logs, routes, and user performance. • Notifications: Alerts for route assignments or missed check-ins. You can use AI code based like co-pilot, claude etc Timeline- 1 week, reply me if you follow with this timeline and project code is fixed, do not negaotiate at all

B2B Appointment Setter – Cold Caller - Native British Accent

Job Overview We are looking for a confident and professional B2B cold caller with native British accent to speak with business owners and decision makers. This role focuses on targeted outreach and natural, consultative conversation — not high-volume call centre activity. You will be contacting independent businesses to introduce a short operational review that helps identify missed revenue opportunities. This is a no-cost review — callers are opening a conversation, not selling a product. This is not blind cold calling. Each call is supported by prepared materials to help you start a more informed and relevant conversation — including a structured script and opening framework, research notes on the business being contacted, and key observations that may be relevant to the conversation. Strong callers use these materials as a foundation, referencing what's relevant while keeping the conversation natural and professional. Schedule & Working Hours You set your own schedule. All calls must be made during mutually agreed calling hours in order to reach business owners at suitable times. Agreed call windows will be confirmed at the time of engagement. Typical windows align with normal business hours in the target country. Weekly Scope • Approximately 100 – 120 outbound calls per week • Expected time commitment: 5 to 6 hours per week • Calls made during mutually agreed hours (caller sets schedule within those hours) • Brief call notes entered in a provided log sheet after each conversation Types of Businesses You May Contact You will be speaking with small to medium sized business owners and decision makers across a wide range of industries, including service businesses, professional practices, local companies, and owner-operated organizations. You will generally speak directly with: • Business owners and partners • Directors and practice managers • Senior decision makers Responsibilities • Make outbound calls from a prepared prospect list • Deliver a clear, professional introduction using the provided script • Hold natural, consultative conversations with business owners • Handle basic objections professionally and calmly • Identify potential interest in the operational review • Schedule qualified prospects into a calendar where appropriate • Record short call notes in the provided log sheet after each conversation Ideal Candidate This role suits someone who: • Is comfortable speaking with business owners and decision makers • Has a confident, natural phone presence • Can follow a structured script without sounding robotic • Understands consultative, conversational outreach • Is professional, reliable, and organized Previous experience in B2B cold calling, appointment setting, or outbound sales is required. Requirements • Native British accent • Reliable internet and calling setup • Professional phone manner • Ability to record simple notes in a provided log sheet (training provided) • Comfort speaking with small and mid-size business owners Compensation Hourly Rate Market Rate (per hour)r United Kingdom £25 – £35 per hour Performance Bonus – Qualified Meetings Booked In addition to the hourly rate, a performance bonus is paid for each qualified meeting booked with a business owner or decision maker who attends the scheduled call. Market Bonus per Qualified Meeting £20 – £40 per qualified meeting Important This role is not suitable for call centre teams or high-pressure scripted outreach. We are specifically looking for individuals who can hold natural, confident conversations and represent the company professionally. How to Apply To confirm you have read this post carefully, please begin your application with the word: Conversation. Please include the following in your application: 1. A short voice recording introducing yourself 2. A brief description of your cold calling or appointment setting experience Applications without a voice recording will not be considered.

opportunity

AI Monitoring Platform for UK Company Alerts

Project Title: AI Monitoring Platform for UK Company Financial Distress & Insolvency Alerts (SIC-Based) Project Overview: I’m looking for an experienced developer (or small team) to build an AI-powered monitoring platform or intelligent agent that tracks UK companies within pre-defined SIC codes and automatically alerts me when there are signs of financial distress or insolvency. The system should continuously monitor company data, detect risk signals, and provide both real-time alerts and structured reporting. Core Objective: To proactively identify companies within selected industries that are: Experiencing financial decline (e.g. credit score drop) Entering insolvency processes (e.g. notice of intent to appoint administrators) Showing early warning signs of distress Key Functional Requirements: 1. Company Data Collection The platform must: Pull and maintain a live database of UK companies filtered by selected SIC codes Sources should include: Companies House API Commercial data providers such as Creditsafe, Experian, Dun & Bradstreet (or similar via API) 2. Data Monitoring (Automated & Ongoing) The system should periodically (daily or weekly) re-check and update the following: Credit score (via commercial providers) Filing timeliness (overdue accounts, confirmation statements, etc.) Insolvency indicators: Notice of Intent to Appoint Administrators Administration Liquidation CVAs Director changes: Appointments Resignations 3. Financial Data Enrichment (Important) Where available, the platform should also pull and display from latest filed accounts: Turnover / Revenue Balance sheet data (e.g. total assets, liabilities, net assets) This can be sourced from: Companies House filings (accounts data) Or via commercial data providers if more structured/standardised 4. Alert Triggers The platform must generate alerts when: A company’s credit score drops by 5% or more Include the exact percentage drop in the alert Any insolvency-related event is detected, including: Notice of Intent for Administration Administration Liquidation 5. Alert Delivery Alerts should be sent via: Email (minimum requirement) Ideally also: Slack / Microsoft Teams Web dashboard notifications 6. Reporting (Key Requirement) The system must automatically generate and send: Daily report Weekly report Monthly report Each report should be delivered as a spreadsheet (Excel or Google Sheets) and include: Columns to include (minimum): Company Name Company Number SIC Code Date of event/activity Type of event (e.g. credit score drop, insolvency notice, director change) Previous credit score New credit score % change in credit score Filing status (on time / overdue) Insolvency status Director changes (summary) Turnover (latest available) Key balance sheet figures (assets, liabilities, net position) Reports should clearly show date-stamped activity and allow filtering/sorting. 7. Dashboard / Interface (Preferred) A simple dashboard to: View and filter companies by SIC code Track alerts and risk levels View historical changes and trends Export data 8. AI / Intelligence Layer (Optional but Preferred) Identify early warning signals before insolvency Highlight patterns (e.g. repeated late filings + score decline) Rank companies by risk level or likelihood of distress Technical Requirements: Experience integrating APIs (Companies House + credit agencies) Ability to build automated data polling (scheduled jobs) Cloud-based database and infrastructure Alerting and reporting automation Scalable architecture Data Sources (Must Be Used): Companies House API (free, primary source) Commercial credit data providers such as: Creditsafe Experian Business Dun & Bradstreet Please advise on: Best provider(s) to use API access requirements Ongoing data/licensing costs Deliverables: Fully functioning monitoring and alert system Automated reporting (daily, weekly, monthly) Spreadsheet output format Documentation and user guidance Ability to adjust SIC codes and thresholds Optional ongoing support Nice to Have: CRM integration (e.g. Zoho) Webhooks for automation Customisable reporting Data visualisation Budget & Timeline: Open to proposals – please include: Estimated cost Timeline Recommended tech stack Relevant experience / similar projects

SEO Specialist Needed

SEO SPECIALIST NEEDED - Shopify, UK Wellness Brand We've just completed a full independent SEO audit (Screaming Frog, GSC, GA4, Majestic, Ahrefs, Semrush). We know what's wrong. We need someone to have input but execute - not audit, not strategise from scratch. THE SITUATION: • DA 6 / Trust Flow 1 - starting from scratch • Zero commercial keyword rankings, all traffic is branded • Previous agency built 90+ spam backlinks that did nothing • 38 pages missing H1s, 33 collection H1s wasting keyword opportunity • Technical foundation is solid - authority and on-page is the problem WHAT WE NEED: 1. TECHNICAL FIXES (one-off) • Add H1s to 38 pages in Shopify Liquid templates • Remove "Collection:" prefix from 33 collection H1s (replacements provided) • Fix 7 broken 404 pages - remove 134 internal links from theme templates • Fix duplicate titles (7 pairs), duplicate metas (9 pairs), add 14 missing metas • Shorten 60 truncated titles (optimised versions provided) • Fix orphan pages, image alt text, heading structure • Re-crawl with Screaming Frog after each batch to verify 2. LINK BUILDING (ongoing) • Quality only - DA 25+, relevant wellness/health/nutrition sites etc • UK-focused outreach to nutritionists, health bloggers, wellness publications • No classified ads, web 2.0, profile links or link farms - we verify every link • 3-5 quality links/month minimum 3. KEYWORD STRATEGY (ongoing) • Map pages to target keywords, identify quick wins • Monthly GSC monitoring - non-branded growth is the metric that matters • UK commercial intent, supplements/wellness niche REQUIREMENTS: ✓ Own Screaming Frog licence ✓ Works directly in Shopify theme code (Liquid, theme.liquid, sections) ✓ Quality link outreach experience ✓ Reports from GSC data, not ranking tool screenshots TO APPLY: 1. Do you have your own Screaming Frog licence? 2. How many Shopify sites have you fixed technical SEO on? Share an example. 3. Describe your link building process - prospects, outreach, DA/TF targets. 4. Show a before/after using GSC data (not DA movement). DON'T APPLY IF: you use spam link methods, can't show Shopify work, have never edited Liquid, or only show DA as a result metric. Fixed fee for technical fixes, then ongoing monthly. Serious applicants only.

Short Form Editor

Hey. We are Bogar Tech Designs — a fast-growing automotive accessories brand that sells pre-cut, vehicle-specific film kits directly to car enthusiasts. Chrome deletes. Headlight and taillight tints. Paint protection film. Window tint. Every product is precision-cut in-house for a specific make, model, and trim. We do the hard part before the order ever ships so our customers can focus on the fun part — the transformation. We are a small, passionate team that genuinely cares about the product, the content, and each other. We move fast, we communicate openly, and we celebrate wins together. If that sounds like a place you want to work, keep reading. THE OPPORTUNITY: We are building a short form content machine and we need an editor who wants to grow with it. This starts freelance. If it clicks — and we think it will with the right person — it becomes full time. We are looking for someone who wants to be part of what we are building. WHAT WE MAKE Our content lives on TikTok, Instagram Reels, and YouTube Shorts. We run multiple content types simultaneously and each one has its own personality. You will not be editing the same style of video on repeat. Here is what the mix looks like: • Founder videos — Juan (Owner) on camera. Scripted, direct-to-consumer, conversion-focused. Confident and conversational, not corporate. • UGC installs — real installs shot on iPhone. Natural, raw, satisfying to watch. The kind of content that makes someone think, "I could do that." • Challenge and entertainment-style content — think high-energy car builds. Fun, built to be rewatched and shared. • Transformation montages — this is where you get to flex. Full blackout builds shot cinematically. Before and after reveals. Split screens. Component callouts. These videos need to make a viewer stop mid-scroll and think, "I need my car to look like that right now." Tracked, sound-synced edits that feel like a flex every time they play. • Customer UGC — real customers filming their own installs. Light polish, add a lower third, format for platform. Quick turnaround. Brands we look to for inspiration: Carpe, Dr. Squatch, Dollar Shave Club, Overnight Oats. Study them if you have not already. We are building something in that lane for the automotive world. THE ROLE You will work directly with our Creative Director. You will receive raw footage, a direction brief, and any scripts or on-screen text. You return publish-ready files. The relationship is collaborative — you are not just executing, you are contributing. If you see a better way to open a video, say so. If a brief is missing something, flag it. We want your editing voice in this content, not just your hands on the timeline. THE VOLUME The target is 100 to 150 videos per week at full capacity — roughly 30 per day, structured however works best across the week. We know that is a big number. It is also very achievable with the right batching system and clear briefs, which we provide. We are building the infrastructure to make your job as smooth as possible. THE ONE THING WE WILL NEVER STOP TALKING ABOUT Hooks. The first two seconds of every video is everything. It is the reason someone keeps watching or keeps scrolling. We need an editor who treats the opening frame with the same obsession a cinematographer treats lighting. It has to be intentional. It has to stop the scroll. For transformation content especially, a great hook is visual before it is anything else. Show the problem first and the viewer is already invested before the install starts. If you are the kind of editor who gets the first cut perfect before moving on to anything else, you will fit right in here. WHAT YOU BRING The Essentials: • Premiere Pro or DaVinci Resolve — fast and comfortable • After Effects required — motion graphics, split screen compositing, rotoscoping, masking, color isolation, camera tracking (2D and 3D) • Strong instinct for short form pacing • Music selection and audio sync • Clean on-screen text and title work • Organized file management • Deep understanding of hooks • Ability to work across multiple content styles What will make you stand out: • Experience with automotive, lifestyle, or product content • You study strong DTC brands and understand why their content works • You contribute creatively, not just technically • Experience editing at volume • Cinematic transformation edits • Ability to adapt editing voice across formats

opportunity

Extract blood test data from PDF documents that have been OCR'd

The objective is to build a structured blood test database that allows pathology results to be viewed, edited, filtered, and exported to Excel via a web-based HTML interface. The system stores results in a clean, standardised format so trends can be analysed accurately over time. Using AI-assisted OCR, I have built a local Python extraction pipeline that converts PDF pathology reports into machine-readable text and inserts structured data into a SQLite database. The majority of blood tests extract correctly, including canonical test name, result value, unit, and reference range. However, I have reached a specific technical issue with three markers: • CRP (C-reactive protein) • ESR • GLU (Glucose) The OCR output clearly contains the correct lines, and debug logs confirm they are processed. Yet no rows are inserted for these markers. The failure appears to occur between canonical matching, numeric extraction, or validation logic. Current System Architecture The system runs locally and consists of: • extraction_core_2.py (main engine) • Supporting modules for OCR preprocessing, lab dictionary building, regex matching, and validation • SQLite backend • Schema-driven canonical lab dictionary • Controlled fuzzy fallback logic • HTML viewer for results display and Excel export Pipeline flow: Convert PDF to image (pdf2image) Preprocess Run Tesseract OCR Clean and normalise text Match against canonical lab dictionary Extract: canonical test name numeric result unit reference range Validate Insert into SQLite The engine is deterministic and rule-based. The Specific Problem Example OCR line: CRP H 5.2 mg/L 0-5 OCR text is correct. NUMBER_PATTERN matches. The canonical dictionary contains the test. Yet: Inserted 0 rows from 0126251OrderReport_23B00006604_CRP.pdf Likely failure points include: • Canonical containment match failing due to normalisation • Flag tokens (“H”, “L”) interfering with numeric capture • Numeric extraction anchored incorrectly • Validation rejecting due to strict range formatting • Unit pattern mismatch (e.g. mmol/L) • Dictionary indexing issue • Match overridden by another lab name • Guard conditions too strict If validation fails, the row is rejected silently. All other panels extract correctly. The issue appears isolated. What Is Required This is not a rebuild. We do not want: • Re-architecture • Experimental AI guessing logic • Large-scale changes • Expanded fuzzy matching We need: 1. Precise Diagnosis Identify exactly where CRP, ESR, and GLU are failing insertion and which rule is causing rejection. 2. Minimal Safe Fix Implement a targeted correction that: • Adjusts canonical matching if required • Anchors numeric extraction correctly • Allows flag tokens without blocking capture • Relaxes only necessary validation checks • Preserves deterministic behaviour 3. Zero Regression • No impact to currently working panels • No performance degradation • No uncontrolled fuzzy expansion 4. Modular Implementation If appropriate: • Implement as small isolated module or • Cleanly adjust matching block The existing architecture should remain intact. Constraints The system is designed to be: • Deterministic • Schema-driven • Reproducible • Forensic-grade We cannot introduce probabilistic or unpredictable behaviour. Longer-Term Goal After stabilising extraction: • Migrate to web deployment • Enable structured uploads • Add trend analysis • Later incorporate AI-assisted interpretation Immediate priority: Stabilise deterministic extraction for CRP, ESR, and GLU without breaking the existing engine. Materials Provided Uploaded: • Full extraction_core_2.py (text format) • Screenshot of HTML viewer • Sample PDF files • Export showing required output Additional materials available on request: • Sample OCR blocks • Canonical dictionary entries • Regex patterns • Validation logic • Database schema • Debug logs This is a focused debugging and refinement request. I have spent many hours attempting to isolate the issue and now require an experienced developer to identify the blocking condition and implement a practical fix. I have been advised this should take 1–2 hours for a senior developer. Looking for a swift turnaround.