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NEWBuilding GPT & OpenAi Products Since 2020xAboutBlogContact usHomeMachine Learning, Ai, Natural Language Processing, Computer Vision, Width.aiWidth.ai is an ai & machine learning consulting company focused on generative ai implementations.We help companies build ai projects through development and strategy. No powerpoints - we just ship.Lets TalkLearn moreWhat does Width.ai Offer?How we help you move through the machine learning and artificial intelligence space through development and consulting.POC Build For ML/Ai SolutionThink you have a great ai solution in mind and want to build out an initial version? We'll help you prove it out through our development services that focus on getting you up and running as quickly as possible. Production ML/Ai Software DevelopmentLooking to develop custom machine learning software for your business or early stage company? We develop machine learning software for everything from MVPs to full enterprise products. Let's chat about how our development team can help!Machine Learning ConsultingBuilding production software systems or a SaaS and want to make sure you implement ai effectively? We'll help guide you through the ai world and help you avoid any downturns in the project. What clients are sayingText hereMatt is an AI expert in a sea of could/would/should be experts. He is a quick learner, has a sharp mind for business, and knows how to bring AI to organizations struggling to make sense of it all. We used him as a consultant and will re-engage as our internal discussions and project planning progress.Nick MatteucciCEO, WorkOtterMatt is an expert. He's also a friendly, flexible, and able communicator. He came through just as promised and was able to suggest a helpful work flow for the project. I hope and plan to work with him again.Jim DennenProfessor, Denison UniversityMatt is an experienced AI expert who can shortcut your time to market. He has a wealth of knowledge and is very willing to share it.Mic BlackMic's Lab Pty LtdThe increase in advertiser revenue and brand engagement we saw in just one month after setting up our new analytics dashboard was just unreal. Width.ai increased our advertiser revenue 36% in just that first month, and showed us deep insights on followers we never knew you could know.JDM GaragesInfluencer ServicesMatt has expert-level knowledge and a great consultant. He helped us assess an outside vendor and allowed us to ask the right/intelligent questions. In the end, his knowledge saved us from getting into a deal that I think would have been very bad. Saved us $10s of 1000s of $s.Nicky GeorgeCEO, SalesHawkMatt was very knowledgable in the space and has an excellent team to implement whatever you need done.Roman RoseDashed AiMatt is very knowledgeable in AI development, I got a lot of value out of my time with him and looking forward to hiring him on a new contract and moving up to the next step.David FriedWebaryMatt and the Width.ai team are masters of their craft in the domains of artificial intelligence and machine learning. Always ahead of the curve and pursing the cutting edge of innovation, their work and their white papers are both highly relevant and insightful within the modern technology landscape. Their ability to understand problems at high and low levels makes them unique among their peers.Tim NikoJargon.aiSlide 2 of 8.Chelsea Morman C.Lynn"Easy easy easy!!! Everything I use is in one place. Emailing clients, contracts, brochures, expenses, payments etc...it has made my life so much easier and organized. I will never turn back."Chelsea Morman C.Lynn"Easy easy easy!!! Everything I use is in one place. Emailing clients, contracts, brochures, expenses, payments etc...it has made my life so much easier and organized. I will never turn back."Chelsea Morman C.Lynn"Easy easy easy!!! Everything I use is in one place. Emailing clients, contracts, brochures, expenses, payments etc...it has made my life so much easier and organized. I will never turn back."Matt is an AI expert in a sea of could/would/should be experts. He is a quick learner, has a sharp mind for business, and knows how to bring AI to organizations struggling to make sense of it all. We used him as a consultant and will re-engage as our internal discussions and project planning progress.Nick MatteucciCEO, WorkOtterMatt is an expert. He's also a friendly, flexible, and able communicator. He came through just as promised and was able to suggest a helpful work flow for the project. I hope and plan to work with him again.Jim DennenProfessor, Denison UniversityMatt is an experienced AI expert who can shortcut your time to market. He has a wealth of knowledge and is very willing to share it.Mic BlackMic's Lab Pty LtdThe increase in advertiser revenue and brand engagement we saw in just one month after setting up our new analytics dashboard was just unreal. Width.ai increased our advertiser revenue 36% in just that first month, and showed us deep insights on followers we never knew you could know.JDM GaragesInfluencer ServicesMatt has expert-level knowledge and a great consultant. He helped us assess an outside vendor and allowed us to ask the right/intelligent questions. In the end, his knowledge saved us from getting into a deal that I think would have been very bad. Saved us $10s of 1000s of $s.Nicky GeorgeCEO, SalesHawkHow Does ML & Ai Help Your Business?Automate huge chunks of your workflow or improve your product's capabilities dramatically using ai & machine learning solutions with a clear cut ROIHere's a few examples of our most popular machine learning workflowsBuild Chatbots That Talk About Your DataWe build chatbot and document Q&A systems that allow you to converse with your data and only your data. Allow customers on your site to answer questions directly or use this internally to find answers quicklyConnect this custom chatbot framework to real time APIs for automated downstream workflows that converse with live APIs!Leverage the conversational ability of ChatGPT while keeping the guardrails on for in-domain data.Document Summarization & Info Extraction Pipelines Build automated workflows that cut down or eliminate manual labor or repetitive tasks surrounding long or short documents.Summarization and extract from huge documents and books with a single API call. Our custom chunking and extraction pipelines are capable of returning results specific to your need. Connect these summarization pipelines to conversational models for complete automation workflows that reduce costs and remove human intervention. Improve Product Capabilities through adding AiAdd new capabilities to your product that improve user experience and product value. These machine learning models integrate into your existing stack.Approach potential clients with better tools and data insights that allow you to prove your value upfront, setting you apart.Find pain points in your industry and attack them from a new angle with ai based solutions that have clear cut ROI and deliverables. ‍Talk To Machine Learning ExpertsWhy Us?Width.ai uses a cutting edge understanding of the industry and the available software development tools to focus on solving real problemsGPT DevelopmentNatural Language ProcessingComputer VisionInventory AutomationSocial Media AnalyticsWidth.ai Case StudyState of the Art GPT-3 Summarizer For Any Size Document or FormatThe key components to building a gpt-3 summarizer with short & long-form summarization for news articles, blog posts, legal documents, and more.SEE THE CASE STUDYWidth.ai Case StudyGPT-3 For Topic Extraction In The Asset Management Industry | Case StudyAn asset management company with offices all over the globe was looking for a GPT-3 based software solution to extract the key business topics discussed in financial interviews about a company's growth, health, size, and much more. SEE THE CASE STUDYWidth.ai Case StudyProcessing Master Service Agreements With Multi-Task GPT-3 Model for Blended Summarization & Dynamic NERWe’re going to look at how we built a state of the art NLP pipeline for blended summarization and NER to process master service agreements (MDAs) that vary the outputs based on the input document specifics.SEE THE CASE STUDYWidth.ai Case StudyBuilding an NLP legal clause rewriter that improves clause clarity and reduces riskWe built an NLP based product that leverages custom large language models to generate rewritten legal clauses with higher quality language and reduced legal risk.SEE THE CASE STUDYWidth.ai Case StudyKeyword Extraction Using GPT-3 In The Education SaaS Industry | Case StudyWe built a GPT-3 based software solution to automate raw data processing and data classification. Model handles keyword extraction, entity recognition, text classification. SEE THE CASE STUDYWidth.ai Case StudyBuilding A Production Level GPT-3 Twitter Sentiment Analysis ProductAn asset management company with offices all over the globe was looking for an NLP based software solution to extract the key business topics discussed in financial interviews about a company's growth, health, size, and much more. SEE THE CASE STUDYWidth.ai Case StudyUsing GPT-3 For Automated Partial & Full UPC Code MatchingMatching product data based on UPC code is a use case that allows companies such as retailers, warehouses, and ecommerce companies to automate the process of comparing two different data entries for similarity.SEE THE CASE STUDYWidth.ai Case StudyDesigning Two GPT-3 Products For O.C. Tanner | Case StudyThe popular HR company O.C. Tanner, which has been in business since 1927 and has over 1500 employees, was looking to research and design two GPT-3 software products to be used as internal tools with their clients.SEE THE CASE STUDYWidth.ai Case StudyAutomate Information Extraction From Legal Document Cover Sheets | Case StudyWe built a custom NLP and OCR pipeline to automate information extraction and fine tuned it for the legal document domain. SEE THE CASE STUDYWidth.ai Case Study5 Best Use Cases For Product Matching In Ecommerce & Implementation5 ways you can use product matching software in ecommerce to create real value that raises your sales metrics and improves workflow operations. SEE THE CASE STUDYWidth.ai Case Study98.57% Accuracy Using Image Recognition In The Restaurant SaaS Industry | Case StudyWe build custom machine learning models that achieve results unseen in real world use cases. Check out our image recognition model that achieved 98.57% accuracy in a difficult industry. SEE THE CASE STUDYWidth.ai Case StudyAutomate Information Extraction From Legal Document Cover Sheets | Case StudyWe built a custom NLP & OCR pipeline to automate information extraction from PDFs and fine tuned it for the legal document domain. SEE THE CASE STUDYWidth.ai Case StudyInventory Automation In Ecommerce With Image Recognition and CV | Case StudyHow we built an inventory automation tool for ecommerce that automated out 167.3 hr/mo spent managing inventory using computer vision and ML. SEE THE CASE STUDYWidth.ai Case StudyInventory Automation In Ecommerce With Image Recognition and CV | Case StudyHow we automated out 167.3 hr/mo for an ecommerce company using image recognition and processing.SEE THE CASE STUDYWidth.ai Case StudyIncreasing An Instagram Brands Ad Rev By 36% & Engagement By 58.79%Case study showing how we used deep learning analytics for social media influencers to understand customers and followers better. SEE THE CASE STUDYNLP with spaCy and business tools you can build right now - An Introduction to NLP Let's take a look at how you can use spaCy, a state of the art natural language processing tool, to build custom software tools like customer sentiment analysis and chatbots for your business that increase ROI and give you data insights your competitors wish they had.Read MoreAutomating Information Extraction From Legal Document Cover Sheets With Machine Learning & OCRA look into our custom built machine learning pipeline that can be used to find and extract key information like plaintiffs, defendants, attorneys and more. See how we use this same pipeline in other industries with custom ML model training.Read MoreRecommender Systems For Business - A Gentle Introduction and Look at How They Produce ROIRead an introduction to the different types of machine learning based recommendation systems, along with how your business can implement them right now and start increasing customer LTV and improving your users experience. Read MoreExtremely High ROI Computer Vision Applications Examples Across Different IndustriesOne of the biggest fields of artificial intelligence is computer vision and many large industries are interested in how it can be used in a range of applications. But what exactly are computer vision algorithms and how can they increase ROI for us in the modern world?Read MoreBuilding Data Capture Services To Collect High ROI Business Data With Machine Learning and AIIt's easy nowadays to see the affect of data science when buying online. What you can’t see is how these businesses use these same machine learning models to create backend data capture services that gather high ROI data for them that pushes their business forward.Read More4 Tools You Absolutely Need For Any Warehouse Automation Solutions | Warehouse Automation SystemsMachine learning software packages and data science inventory tools that you definitely need for all automated warehouse solutions. These automations allow you to completely remove these hours from your inventory cycle, making you insanely profitable.Read MoreLooking For A Solution That Works?Let's talk about building a custom machine learning or ai solutionContact UsLinkedinBlogContact usHomeMain Case StudiesToSEverything ML Stay up to date with the world of machine learning & aiThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Ai & machine learning consulting company focused on building production level ai projects. We specialize in data science and deep learning development that give businesses a better understanding of their revenue streams and building tools to make them more profitable.Copyright Width LLC‍Width Ai is a registered trademark of Width LLC. All rights reserved. --- AboutBlogContact usHomeLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)Build a LinkedIn job scraper in 20 minutes with n8n and Apify. Ai scores each job against your skills. Free template included.Matt PayneMarch 25, 2026Blog Posts forGenerative Ain8n AI Agents Tutorial: Master System & User Prompts (2026)Master n8n AI agent prompts with 6 real examples -user prompts, system prompts, tools, memory, and advanced frameworks. Start building.March 25, 2026READHow We Build Our Custom ERP Ai Chatbots Using ERP AI chatbots, empower your employees to boost your sales, enhance customer satisfaction, and make smarter decisions in real time.December 3, 2025READ[New Feature] Introducing In-Category Product Data Mapping & Analysis - Improve your understanding of products relevance in a categoryThis new Pumice.ai feature allows you to better understand the products in a single category and make better decisions around how you structure your product catalog. January 5, 2025READ92% 4 Level Deep Product Categorization with MultiLingual Dataset for Wholesale MarketplaceHow we were able to reach 97% on top level categories, and 92% on bottom level categories with a multilingual dataset for a customer of Pumice.ai.December 20, 2024READ97% Accurate 5 Level Deep Product Categorization for Ecommerce Solutions & Ad Placement CompanyHow we were able to reach 97% accuracy with a 5 level deep taxonomy with a poorly built dataset for a customer of Pumice.ai.March 10, 2025READHands-On Expert-Level Contract Summarization Using LLMsDiscover how we use LLMs for robust high-quality contract summarization and understanding for our legal clients as well as other businesses.October 31, 2024READTurbocharge Dialogflow Chatbots With LLMs and RAGAre Dialogflow chatbots still relevant when LLM-based chatbots are available? Yes. We'll show you how you can combine them to get the best of both worlds.August 27, 2024READThe Exact Steps to Implement Custom Ai Shopify Chatbots for CustomersUse AI-powered chatbots and the power of large language models to help your e-commerce customers find the exact products they have in mind in your shop.April 23, 2024READHow to Deploy Custom WordPress Chatbots for Happier CustomersFind out how AI-powered chatbots can make WordPress even better for your business. We’ll show you how custom chatbots compare to Wordpress’s plugins.March 5, 2024READImprove Your Customer Workflow With AI: How To Build a Zendesk Chatbot using ReActIn this step-by-step guide you’ll learn how to set up a custom AI-powered Zendesk chatbot to improve your customer service and sales CRM.February 20, 2024READHow to Build a Custom Salesforce Chatbot with our Powerful FrameworkUsing custom Salesforce chatbots, delight your customers with comprehensive and detailed answers to all their complex questions and issues.January 22, 2024READWhy our RAG Chatbots Actually Work | Using Ability Trained LLMs & Retrieval Augmented GenerationWhy our RAG chatbot builds work, and most fail for complex use cases. How we build modern retrieval augmented generation systems (RAG) and how they’ve changed since 2021December 14, 2025READAn Year End Review of the Best Open-Source LLMs for Complex Summarization and AI ChatbotsIs Llama 2 the best open-source LLM out there? Or is it TII Falcon or MosaicML MPT? Discover the answers in this article. Some of the results may surprise you!December 27, 2023READIn-Depth Guide to Patient Record Summarization With Large Language Models (With Examples)Explore how we create comprehensive patient record summaries using a state-of-the-art pipeline with language-image models and large language models.March 15, 2024READHow to Train a Powerful & Local Ai Assistant Chatbot With Data Distillation from GPT-3.5-TurboRun GPT style models on local laptops and edge devices using GPT4AllDecember 14, 2023READDo Users Prefer Chatbots or Menu-Based Formats? A Deep Dive Into What The Numbers SayHow can you improve your chatbot experience with your customers to increase engagement? Create rewarding chatbot experiences using the latest research from human-computer interaction and psychology.November 7, 2023READA Practical Guide to Train an Open Source LLM on MosaicMLMosaicML enables you to train a 30-billion parameter LLM from scratch in a few hours. Learn how to do it efficiently in this guide.November 2, 2023READFine-tuning Open LLMs with Reinforcement Learning from Human FeedbackLearn how you can apply reinforcement learning from human feedback to open-source LLMs to create powerful chatbots and autonomous agents for your business.November 2, 2023READPrompting Large Language Models to Plan and Execute Actions Over Long Documents (PEARL)Take a look at how the prompting framework PEARL works and how it improves the results on long form documents for summarizing and Q&AMarch 15, 2024READBuilding a Chatbot: Super-Helpful Personalized Customer Service Using Llama 2With methodical fine-tuning and a dynamic prompting system, chatbots powered by open-source large language models can provide highly meaningful and personalized customer support. Find out how!October 31, 2023READOur Techniques for Building LLM-Powered Autonomous AgentsLLMs have moved past single task prompts and pipeline based operations to create autonomous agents that plan and execute on tasks.October 26, 2023READYou’ll Be Surprised: Bard vs. GPT-4 - Which LLM Gets You Better Results?Can Google's Bard generate results that are demonstrably better in quality and versatility than OpenAI's popular GPT-4? Find out in this Bard vs. GPT-4 battle.September 8, 2023READReAct Prompting: How We Prompt for High-Quality Results from LLMs | Chatbots & SummarizationFind out how ReAct prompting enables you to introduce human-like reasoning and action planning into your LLM-assisted business workflows for better results.September 6, 2023READOpenLLaMA: Evaluating the Open-Source LLM on Language TasksHow good is OpenLLaMA? Is it something you should consider if you're looking at LLMs to streamline your business workflows? Let’s take a look at how it does on common production tasks. August 28, 2023READGuide to AOT-GAN for High-Resolution Image Inpainting & Object RemovalExplore the world of high-resolution image inpainting with the AOT-GAN model. This blog post delves into the challenges, solutions, and impressive results of the AOT-GAN model, providing a comprehensive guide on how to install, use, and evaluate this powerful tool for image inpaintingAugust 12, 2023READHow Good Is the DollyV2 Large Language Model? 2 Use Cases To ReviewExplore how DollyV2, a new large language model that's free for any type of commercial use, works and fares on language tasks like chatbots and medical reports.August 15, 2023READChain-of-Thought Prompting — Improve Accuracy by Getting LLMs to ReasonLLMs can generate more accurate answers by reasoning out difficult problems and questions. Find out how to unlock this power using chain-of-thought prompting.August 15, 2023READHow to Train and Deploy Vicuna and FastChat LLMsExplore how the Vicuna and FastChat models from LMSYS fare on various language tasks and learn how to fine-tune and deploy them for your business needs.October 29, 2023READEvaluating GPT-4 Zero-Shot Summarization for Streamlining WorkflowsFrom customer reviews to medical reports, find out how GPT-4 zero-shot summarization has the ability to streamline document understanding workflows.August 15, 2023READHarnessing GPT-4 for Meeting Summarization: Zero-Shot and Aspect-Based ApproachesExplore how OpenAI's GPT-4 can be utilized for meeting summarization using zero-shot and aspect-based approaches. Learn about the use of multi-task prompting, abstractive summarization, and modern chunking architectures to distill valuable insights from lengthy meeting transcripts. Discover how aspect-based summarization can cater to various domain requirements, offering unique perspectives from the same transcript.August 21, 2023READImproving Legal Document Summarization Using Deep Clustering (DCESumm) Learn how improving legal document summarization using deep clustering approaches can yield more informative and relevant summaries for long legal documents.August 21, 2023READOur SOTA GPT-4 Dialogue Summarization | Zero-Shot, Few-Shot, Aspect-BasedHow we build SOTA dialogue summarization systems for customer service, meeting transcripts, and sales calls. Explore zero-shot, few-shot, and aspect-based environments. August 21, 2023READOur Customizable SOTA Ai Medical Record Summarization Pipeline for Legal & Medical AutomationDiscover how LLM medical record summarization and advanced AI technologies can transform health care operations, streamline workflows, and enable providers to focus on patients. Explore our state-of-the-art medical report processing pipeline.December 2, 2025READDALL-E Mini Guide for Generating Photos and Illustrations for Your ContentFind out how you can improve content marketing and social media campaigns by creating unique, relevant images using image generation models like DALL-E Mini.June 13, 2023READWhat is CLIPSeg & how we build optimization pipelines for text-guided zero-shot segmentationLearn how CLIPSeg segmentation, in combination with GPT-4 and ChatGPT, can enable diverse applications from medical image diagnosis to remote sensing.August 21, 2023READNLP in Finance for Banking and Finance ProfessionalsCan GPT-4 make your life as a finance or banking employee easier? Learn how GPT-4 and NLP can be used in finance to increase revenues and streamline workflows.August 21, 2023READIn-demand GPT-4 and Openai NLP in Sales Use CasesBoost your conversions and sales numbers with NLP in sales using OpenAI's GPT-3 and GPT-4. You can use chatbots to improve customer experience and loyalty. August 21, 2023READMastering Opinion Summarization with GPT: Exploring Pipeline Methods, Evaluation Metrics, and Expert InsightsExplore the use of GPT for opinion summarization through innovative pipeline methods, evaluation metrics like ROUGE and BERTScore, and human evaluation insights. Dive into novel entailment-based evaluation tools for a comprehensive understanding of model performance in capturing diverse user opinions.August 21, 2023READAI21 vs. GPT-3: Head-to-Head on Practical Language TasksCome aboard the large language model revolution with our deep dive on AI21 vs. GPT-3 for business use cases like ad copy generation and math proof generation.August 15, 2023READA Guide to Leveraging BERT for Extractive Text Summarization on LecturesA technical guide to using BERT for extractive summarization on lectures that outperforms other NLP modelsAugust 15, 2023READRevolutionizing News Summarization: Exploring the Power of GPT in Zero-Shot and Specialized TasksDiscover how prompt based LLMs like GPT-3 & GPT-4 are transforming news summarization with its zero-shot capabilities and adaptability to specialized tasks like keyword-based summarization. Learn about the limitations of current evaluation metrics and the potential future directions in text summarization research.August 21, 2023READUnlocking the Power of Generative Models: Learning Hard Prompts through Optimization for Image Generation and Language TasksDiscover the PEZ method for learning hard prompts through optimization, a powerful technique that enhances generative models for image generation and language tasks, improves transferability, and enables few-shot learningAugust 21, 2023READHow to Use Recurrent Feature Reasoning for Image InpaintingA deep look at how recurrent feature reasoning outperforms other image inpainting methods for difficult use cases and popular datasets.March 5, 2023READSee GPT-J vs. GPT-3 Go Head-to-Head on Popular Language TasksSee a comparison of GPT-3 vs. GPT-J, a self-hosted, customizable, open-source transformer-based large language model you can use for your business workflows.August 21, 2023READBART Text Summarization vs. GPT-3 vs. BERT: An In-Depth ComparisonWe compare 12 AI text summarization models through a series of tests to see how BART text summarization holds up against GPT-3, PEGASUS, and more.August 15, 2023READBuilding a Custom Intent Classification GPT-3 Model For Conversational AiLet’s take a look at what intent classification is in conversational ai and how you can build a GPT-3 intent classification model for conversational ai and chatbot pipelines.August 21, 2023READBuilding a GPT-3 Call to Action Generator Tool that constantly improvesLet's build a custom CTA generator that you'll actually want to use for your website copyAugust 15, 2023READProcessing Master Service Agreements With Multi-Task GPT-3 Model for Blended Summarization & Dynamic NERWe’re going to look at how we built a state of the art NLP pipeline for blended summarization and NER to process master service agreements (MDAs) that vary the outputs based on the input document and what is deemed important information.August 21, 2023READBuilding an NLP legal clause rewriter that improves clause clarity and reduces risk | Case StudyHow we leveraged large language models to build a legal clause rewriting pipeline that generates stronger language and more clarity in legal clausesAugust 15, 2023READUsing GPT-3 For Automated Partial & Full UPC Code Matching | Case StudyWe built a custom GPT-3 pipeline to automate UPC code matching for both full and partial UPC codes. Our model handles insane levels of noise and input source variationAugust 21, 2023READ5 Steps To Production Level GPT-3 Language Translation SoftwareLet’s take a look at the 5 easy steps to start using a production level GPT-3 language translation pipeline for any use case.August 21, 2023READState of the Art GPT-3 Summarizer For Any Size Document or FormatThe key components to building a gpt-3 summarizer with short & long-form summarization for news articles, blog posts, legal documents, and more.August 21, 2023READ5 Most Valuable Ways To Convert Unstructured Text To Structured DataHere's 5 of the most valuable ways to convert unstructured text to structured data with natural language processingAugust 15, 2023READ7 NLP Techniques for Extracting Information from Unstructured Text using Algorithms7 different ways to extract valuable information from unstructured text using algorithms such as GPT-3, spaCy, and LDA. August 15, 2023READHow We Build The Highest Confidence GPT-3 Chatbots Available In 2022A deep understanding of how we use gpt-3 and other NLP processes to build flexible chatbot architectures that can handle negotiation, multiple conversation turns, and multiple sales tactics to increase conversions.August 15, 2023READDesigning Two GPT-3 Products For O.C. Tanner | Case StudyThe popular HR company O.C. Tanner, which has been in business since 1927 and has over 1500 employees, was looking to research and design two GPT-3 software products to be used as internal tools with their clients. GPT-3 based products can be difficult to outline and design given the sheer lack of publicly available information around optimizing and improving these systems to a production level. August 21, 2023READBuilding A GPT-3 Twitter Sentiment Analysis ProductWe’re going to walk through building a production level twitter sentiment analysis classifier using GPT-3 with the popular tweet dataset Sentiment140.August 21, 2023READKeyword Extraction Using GPT-3 In The Education Industry | Case StudyWe built a GPT-3 based software solution to automate raw data processing and data classification. Our model handles keyword extraction, named entity recognition, text classification | Case StudyAugust 21, 2023READUsing GPT-3 For Topic Extraction In The Asset Management Industry | Case StudyWe built a custom GPT-3 pipeline for key topic extraction for an asset management company that can be used across the financial domain | Case StudyAugust 21, 2023READEcommerce Product Taxonomy & Categorization With GPT-3How you can use GPT-3 to create higher order product categorization and product tagging from your ecommerce listings, and how you can create a powerful product taxonomy system with ai.August 21, 2023READBusiness Applications For GPT-3GPT-3 is one of the most versatile and transformative components that you can include in your framework, application or service. However, sensational headlines have obscured its wide range of capabilities since its launch. Let’s take a look at the ways that companies and researchers are achieving real-world results with GPT-3, and examine the untapped potential of this 'celebrity AI'.August 15, 2023READsee all blog postsLinkedinBlogContact usHomeMain Case StudiesToSEverything ML Stay up to date with the world of machine learning & aiThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Ai & machine learning consulting company focused on building production level ai projects. We specialize in data science and deep learning development that give businesses a better understanding of their revenue streams and building tools to make them more profitable.Copyright Width LLC‍Width Ai is a registered trademark of Width LLC. All rights reserved. --- AboutBlogContact usHomeLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)Build a LinkedIn job scraper in 20 minutes with n8n and Apify. Ai scores each job against your skills. Free template included.Matt PayneMarch 25, 2026Blog Posts forCase Studies97% top level and 93% 6 level deep accuracy for a marketplace with 5585 categories and massive volume.How our SOTA categorization model for an external seller marketplace client and upgraded our infrastructure to run 50 million records per month. February 4, 2025READ92% 4 Level Deep Product Categorization with MultiLingual Dataset for Wholesale MarketplaceHow we were able to reach 97% on top level categories, and 92% on bottom level categories with a multilingual dataset for a customer of Pumice.ai.December 20, 2024READ97% Accurate 5 Level Deep Product Categorization for Ecommerce Solutions & Ad Placement CompanyHow we were able to reach 97% accuracy with a 5 level deep taxonomy with a poorly built dataset for a customer of Pumice.ai.March 10, 2025READSOTA SKU Image Classification for Product Matching | How we outperformed the Fashion CLIP modelWidth.ai created a new retail product image classification model that outperforms the SOTA results from CLIP and Fashion CLIP on the most popular dataset in the domain. These models are commonly used in product matching use cases where photos are taken with lower resolution and zero control for noise and image angles. October 16, 2023READOur 94% accurate resume parser software - How it works - How we reached SOTA accuracy with high noise coverageHow Width.ai build a 94% accuracy resume parsing solution leveraging our SOTA document processing framework that focuses on generalization across high variance and noisy resumes & CVsOctober 5, 2023READA Deep Guide to Text-Guided Open-Vocabulary SegmentationDiscover the power of text-guided open-vocabulary segmentation using large language models like GPT-4 & ChatGPT for automating image and video processing tasks.May 28, 2023READ92.44% Product Similarity through fine-tuning CLIP Model + Custom Pipeline for Image SimilarityA deep dive into how we reached SOTA accuracy in product similarity matching through a custom fine-tuning pipeline that refines the CLIP model for image similarity. April 15, 2023READBuilding an Ai Marketing Copy Generator For Keap With 17 Operations | Case StudyTake a look at how Width.ai built 17 generative ai pipelines for use in the Keap.com marketing copy generation productAugust 15, 2023READProcessing Master Service Agreements With Multi-Task GPT-3 Model for Blended Summarization & Dynamic NERWe’re going to look at how we built a state of the art NLP pipeline for blended summarization and NER to process master service agreements (MDAs) that vary the outputs based on the input document and what is deemed important information.August 21, 2023READBuilding an NLP legal clause rewriter that improves clause clarity and reduces risk | Case StudyHow we leveraged large language models to build a legal clause rewriting pipeline that generates stronger language and more clarity in legal clausesAugust 15, 2023READUsing GPT-3 For Automated Partial & Full UPC Code Matching | Case StudyWe built a custom GPT-3 pipeline to automate UPC code matching for both full and partial UPC codes. Our model handles insane levels of noise and input source variationAugust 21, 2023READDesigning Two GPT-3 Products For O.C. Tanner | Case StudyThe popular HR company O.C. Tanner, which has been in business since 1927 and has over 1500 employees, was looking to research and design two GPT-3 software products to be used as internal tools with their clients. GPT-3 based products can be difficult to outline and design given the sheer lack of publicly available information around optimizing and improving these systems to a production level. August 21, 2023READKeyword Extraction Using GPT-3 In The Education Industry | Case StudyWe built a GPT-3 based software solution to automate raw data processing and data classification. Our model handles keyword extraction, named entity recognition, text classification | Case StudyAugust 21, 2023READUsing GPT-3 For Topic Extraction In The Asset Management Industry | Case StudyWe built a custom GPT-3 pipeline for key topic extraction for an asset management company that can be used across the financial domain | Case StudyAugust 21, 2023READHow To Automate Information Extraction From Legal Document Cover Sheets With Machine Learning & OCRWe built a custom ML pipeline to automate information extraction and fine tuned it for the legal document domain. November 10, 2021READ98.57% Accuracy Using Image Recognition To Identify Food Dishes & Menu Items | Case StudyBest Place For was looking for an image recognition based software solution that could be used to detect and identify different food dishes, drinks, and menu items in images sourced from blogs and Instagram. The images would be pulled from restaurant locations on Instagram and different menu items would be identified in the images. This software solution has to be able to handle high and low quality images and still perform at the highest production level, while accounting for runtime as well as accuracy. November 10, 2021READHow We Helped Automate Out 167.3 HR/MO Spent Managing Inventory With Image Recognition and Processing Using Computer Vision and Machine LearningInventory automation with computer vision - how to use computer vision in online retail to automate backend inventory processesNovember 10, 2021READHow We increased JDM Garages' Advertiser Revenue by 36% and Increased Engagement by 58.79% in just One Monthdeep learning analytics for social media influencers to understand customers and followers interests better. February 19, 2022READsee all blog postsLinkedinBlogContact usHomeMain Case StudiesToSEverything ML Stay up to date with the world of machine learning & aiThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Ai & machine learning consulting company focused on building production level ai projects. We specialize in data science and deep learning development that give businesses a better understanding of their revenue streams and building tools to make them more profitable.Copyright Width LLC‍Width Ai is a registered trademark of Width LLC. All rights reserved. --- AboutBlogContact usHomeLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)Build a LinkedIn job scraper in 20 minutes with n8n and Apify. Ai scores each job against your skills. Free template included.Matt PayneMarch 25, 2026The Width.ai blogBlueprints For Using Ai & ML In Your BusinessLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)Build a LinkedIn job scraper in 20 minutes with n8n and Apify. Ai scores each job against your skills. Free template included.Matt PayneMarch 25, 2026Go High Level Slack Integration: How to Auto-Assign Projects to Your Team (2026)Learn how to set up the Go High Level Slack integration step by step. Assign projects to teammates automatically with workflows. Start automating.Matt PayneMarch 25, 2026n8n Binary Data: Complete Guide to File Handling (2026)Learn to handle binary data in n8n step by step - extract files, convert formats, use base64, and access binary data from any node. Start buildingMatt PayneMarch 25, 2026n8n AI Agents Tutorial: Master System & User Prompts (2026)Master n8n AI agent prompts with 6 real examples -user prompts, system prompts, tools, memory, and advanced frameworks. Start building.Matt PayneMarch 25, 2026How to completely Automate Product Data Enrichment With Ai tools custom to your businessGo from vendor flat files to high quality and SEO optimized product data for your marketplace or third party listing channel in secondsMatt PayneOctober 9, 2025Incredible Out-of-the-Box Time Series Analysis with Python and TabPFN: Say Goodbye to Tedious Setups and Hyperparameter WranglingTake a deep dive into time series forecasting using Python and TabPFN, a state-of-the-art time series forecasting model that's easy to use and accurate.Matt PayneOctober 9, 2025Use Ai to Automatically categorize your products to the Amazon Product Taxonomy in 4 stepsLearn how we use ai to completely automate the process of categorizing products to the Amazon Product TaxonomyMatt PayneFebruary 7, 202597% top level and 93% 6 level deep accuracy for a marketplace with 5585 categories and massive volume.How our SOTA categorization model for an external seller marketplace client and upgraded our infrastructure to run 50 million records per month. Matt PayneFebruary 4, 2025How We Build Our Custom ERP Ai Chatbots Using ERP AI chatbots, empower your employees to boost your sales, enhance customer satisfaction, and make smarter decisions in real time.Matt PayneDecember 3, 2025[New Feature] Introducing In-Category Product Data Mapping & Analysis - Improve your understanding of products relevance in a categoryThis new Pumice.ai feature allows you to better understand the products in a single category and make better decisions around how you structure your product catalog. Matt PayneJanuary 5, 2025NextOur 94% accurate resume parser software - How it works - How we reached SOTA accuracy with high noise coverageHow Width.ai build a 94% accuracy resume parsing solution leveraging our SOTA document processing framework that focuses on generalization across high variance and noisy resumes & CVsOctober 5, 2023READ92.44% Product Similarity through fine-tuning CLIP Model + Custom Pipeline for Image SimilarityA deep dive into how we reached SOTA accuracy in product similarity matching through a custom fine-tuning pipeline that refines the CLIP model for image similarity. April 15, 2023READLet's Talk About Ai NameEmail AddressThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Read Our Most Popular Case StudiesLearn MoreLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)Build a LinkedIn job scraper in 20 minutes with n8n and Apify. Ai scores each job against your skills. Free template included.Mar 25READGo High Level Slack Integration: How to Auto-Assign Projects to Your Team (2026)Learn how to set up the Go High Level Slack integration step by step. Assign projects to teammates automatically with workflows. Start automating.Mar 25READn8n Binary Data: Complete Guide to File Handling (2026)Learn to handle binary data in n8n step by step - extract files, convert formats, use base64, and access binary data from any node. Start buildingMar 25READn8n AI Agents Tutorial: Master System & User Prompts (2026)Master n8n AI agent prompts with 6 real examples -user prompts, system prompts, tools, memory, and advanced frameworks. Start building.Mar 25READHow to completely Automate Product Data Enrichment With Ai tools custom to your businessGo from vendor flat files to high quality and SEO optimized product data for your marketplace or third party listing channel in secondsOct 9READIncredible Out-of-the-Box Time Series Analysis with Python and TabPFN: Say Goodbye to Tedious Setups and Hyperparameter WranglingTake a deep dive into time series forecasting using Python and TabPFN, a state-of-the-art time series forecasting model that's easy to use and accurate.Oct 9READMore blog posts1 / 26Reach Out To us!Thank you! Your submission has been received!Oops! Something went wrong while submitting the form.Recent Blog PostsLinkedIn Job Scraper: Automate Your Entire Job Search with Ai (2026)March 25, 2026byMatt PayneGo High Level Slack Integration: How to Auto-Assign Projects to Your Team (2026)March 25, 2026byMatt Paynen8n Binary Data: Complete Guide to File Handling (2026)March 25, 2026byMatt Paynen8n AI Agents Tutorial: Master System & User Prompts (2026)March 25, 2026byMatt PayneHow to completely Automate Product Data Enrichment With Ai tools custom to your businessOctober 9, 2025byMatt PayneIncredible Out-of-the-Box Time Series Analysis with Python and TabPFN: Say Goodbye to Tedious Setups and Hyperparameter WranglingOctober 9, 2025byMatt PayneUse Ai to Automatically categorize your products to the Amazon Product Taxonomy in 4 stepsFebruary 7, 2025byMatt Payne97% top level and 93% 6 level deep accuracy for a marketplace with 5585 categories and massive volume.February 4, 2025byMatt PayneHow We Build Our Custom ERP Ai Chatbots December 3, 2025byMatt Payne[New Feature] Introducing In-Category Product Data Mapping & Analysis - Improve your understanding of products relevance in a categoryJanuary 5, 2025byMatt PayneFollow Width.aiRead Use Case BlueprintsThat Outline Building Ai Business ToolsLet's ModernizeFind Content By Tag#n8n#Generative Ai#object detection#Invoice Processing#Deep Learning#Automation#Ai#Data Mining#Machine Learning#Computer Vision#Business#Big Data#biology#legal#OCR#Cybersecurity#Marketing#Case Studies#Ecommerce#Natural Language Processing#Recommendation Systems#Dynamic Pricing#Business IntelligenceLinkedinBlogContact usHomeMain Case StudiesToSEverything ML Stay up to date with the world of machine learning & aiThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Ai & machine learning consulting company focused on building production level ai projects. We specialize in data science and deep learning development that give businesses a better understanding of their revenue streams and building tools to make them more profitable.Copyright Width LLC‍Width Ai is a registered trademark of Width LLC. All rights reserved.