Width.ai

The Best Generative Engine Optimization Tools for Ecommerce in 2026

A breakdown of the best GEO tools for ecommerce: data enrichment, AI visibility tracking, and content optimization.

Matt Payne

June 20, 2026

Agentic AI for E-Commerce at Enterprise Scale

How Width.ai built a LangGraph multi-agent system that turns competitive, ranking, and compliance data into client-ready Amazon listing optimization briefs

Matt Payne | Patrick Hennis

June 16, 2026

Ai Automated Product Tagging in Ecommerce & 3rd Party Channels 

Discover how your critical product tagging workflows can be fully automated using Pumice.ai's state-of-the-art product date enrichment platform

Karthik Shiraly

June 14, 2026

Difference Between SEO and AEO: How to Optimize Product Pages for Both in 2026

The difference between SEO and AEO, where they overlap, and how to optimize product pages for both with Pumice.

Matt Payne

June 14, 2026

Product Attribute Enrichment: The 2026 AI Playbook for Catalog SEO and Conversion

The 2026 AI playbook for product attribute enrichment: multimodal extraction, PIM round-trip, Pumice walkthrough.

Matt Payne

June 14, 2026

Ai Product Title Optimization in 3 Steps: 2 Methods That Actually Rank in 2026

Learn Ai product title optimization in 3 steps. Two methods that ground titles in real product data and rank.

Matt Payne

May 31, 2026

LinkedIn 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 Payne

March 25, 2026

Go 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 Payne

May 12, 2026

n8n 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 building

Matt Payne

March 25, 2026

n8n 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 Payne

March 25, 2026

How to completely Automate Product Data Enrichment With Ai tools custom to your business

Go from vendor flat files to high quality and SEO optimized product data for your marketplace or third party listing channel in seconds

Matt Payne

May 31, 2026

Incredible Out-of-the-Box Time Series Analysis with Python and TabPFN: Say Goodbye to Tedious Setups and Hyperparameter Wrangling

Take 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 Payne

October 9, 2025

Use Ai to Automatically categorize your products to the Amazon Product Taxonomy in 4 steps

Learn how we use ai to completely automate the process of categorizing products to the Amazon Product Taxonomy

Matt Payne

February 7, 2025

97% 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 Payne

February 4, 2025

How 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 Payne

June 14, 2026

[New Feature] Introducing In-Category Product Data Mapping & Analysis - Improve your understanding of products relevance in a category

This 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 Payne

January 5, 2025

92% 4 Level Deep Product Categorization with MultiLingual Dataset for Wholesale Marketplace

How 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.

Matt Payne

December 20, 2024

97% Accurate 5 Level Deep Product Categorization for Ecommerce Solutions & Ad Placement Company

How we were able to reach 97% accuracy with a 5 level deep taxonomy with a poorly built dataset for a customer of Pumice.ai.

Matt Payne

March 10, 2025

Hands-On Expert-Level Contract Summarization Using LLMs

Discover how we use LLMs for robust high-quality contract summarization and understanding for our legal clients as well as other businesses.

Matt Payne

October 31, 2024

Turbocharge Dialogflow Chatbots With LLMs and RAG

Are 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.

Matt Payne

August 27, 2024

How We Automate Health Care Information Processing With EMR Data Extraction - Our Workflow

We dive deep into the challenges we face in EMR data extraction and explain the pipelines, techniques, and models we use to solve them.

Matt Payne | Patrick Hennis

June 14, 2026

The Exact Steps to Implement Custom Ai Shopify Chatbots for Customers

Use 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.

Matt Payne | Patrick Hennis

April 23, 2024

How to Deploy Custom WordPress Chatbots for Happier Customers

Find 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.

Matt Payne

March 5, 2024

Improve Your Customer Workflow With AI: How To Build a Zendesk Chatbot using ReAct

In 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.

Andre Beukers

February 20, 2024

How to Build a Custom Salesforce Chatbot with our Powerful Framework

Using custom Salesforce chatbots, delight your customers with comprehensive and detailed answers to all their complex questions and issues.

Matt Payne | Patrick Hennis

January 22, 2024

Why our RAG Chatbots Actually Work | Using Ability Trained LLMs & Retrieval Augmented Generation

Why 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 2021

Matt Payne | Patrick Hennis

December 14, 2025

An Year End Review of the Best Open-Source LLMs for Complex Summarization and AI Chatbots

Is 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!

Patrick Hennis

December 27, 2023

In-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.

Matt Payne | Andre Beukers

March 15, 2024

How to Train a Powerful & Local Ai Assistant Chatbot With Data Distillation from GPT-3.5-Turbo

Run GPT style models on local laptops and edge devices using GPT4All

Matt Payne

December 14, 2023

Do Users Prefer Chatbots or Menu-Based Formats? A Deep Dive Into What The Numbers Say

How 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.

Matt Payne

November 7, 2023

A Practical Guide to Train an Open Source LLM on MosaicML

MosaicML enables you to train a 30-billion parameter LLM from scratch in a few hours. Learn how to do it efficiently in this guide.

Matt Payne

November 2, 2023

Fine-tuning Open LLMs with Reinforcement Learning from Human Feedback

Learn how you can apply reinforcement learning from human feedback to open-source LLMs to create powerful chatbots and autonomous agents for your business.

Matt Payne

November 2, 2023

Prompting 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&A

Matt Payne | Patrick Hennis | Andre Beukers

March 15, 2024

Building a Chatbot: Super-Helpful Personalized Customer Service Using Llama 2

With 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!

Matt Payne

October 31, 2023

Our Techniques for Building LLM-Powered Autonomous Agents

LLMs have moved past single task prompts and pipeline based operations to create autonomous agents that plan and execute on tasks.

Matt Payne | Patrick Hennis

October 26, 2023

SOTA SKU Image Classification for Product Matching | How we outperformed the Fashion CLIP model

Width.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.

Nitin Rai

October 16, 2023

Unleashing the Power of JVector: A Comprehensive Guide to The Java Embedded Vector Search Engine

Take a look at how you can implement the razor fast JVector embedded vector search system in java and how it compares to other search systems on large web style databases

Matt Payne

October 10, 2023

An Introduction to Ai in Fault Localization for Software Programs using FFL

Explore the innovative Fine-grained Fault Localization (FFL) technique for student programs. Learn how FFL integrates both syntactic and semantic information for efficient bug localization, outperforming other techniques. Discover its potential applications in programming education and future research directions.

Matt Payne

October 9, 2023

Our 94% accurate resume parser software - How it works - How we reached SOTA accuracy with high noise coverage

How 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 & CVs

Matt Payne

October 5, 2023

You’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.

Matt Payne

September 8, 2023

ReAct Prompting: How We Prompt for High-Quality Results from LLMs | Chatbots & Summarization

Find out how ReAct prompting enables you to introduce human-like reasoning and action planning into your LLM-assisted business workflows for better results.

Matt Payne

September 6, 2023

OpenLLaMA: Evaluating the Open-Source LLM on Language Tasks

How 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.

Matt Payne

August 28, 2023

Guide to AOT-GAN for High-Resolution Image Inpainting & Object Removal

Explore 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 inpainting

Matt Payne

August 12, 2023

Introduction to the Clothseg Repository for Clothing Segmentation

Matt Payne

August 6, 2023

How we Improve Product Similarity Search with Fashion CLIP over Traditional CLIP

Explore how the implementation of Fashion CLIP, a domain-specific AI model, improves product similarity search in e-commerce by understanding complex product attributes, enhancing image-text alignment, and providing more accurate search results.

Nitin Rai

August 4, 2023

What is Seamless Tile Inpainting? How it works

Explore the intricacies of the Seamless Tile Inpainting extension, designed to make image tiles seamless through inpainting. This detailed guide covers installation, usage, comparison with the Asymmetric Tiling extension, and a deep dive into the underlying Python script. Ideal for anyone working in digital imaging or 3D modeling looking to create high-quality seamless tiles.

Matt Payne

August 3, 2023

Introduction to Corridor Crawler Outpainting & Use Cases

Explore our comprehensive guide on using the Corridor Crawler Outpainting, a powerful extension for generating and animating intricate hallways. Learn about its installation, usage, and the Stable Diffusion model that powers it. Discover its wide range of applications in digital art, game development, architecture, VR/AR, and more.

Matt Payne

August 2, 2023

How Good Is the DollyV2 Large Language Model? 2 Use Cases To Review

Explore 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.

Matt Payne

August 15, 2023

Chain-of-Thought Prompting — Improve Accuracy by Getting LLMs to Reason

LLMs can generate more accurate answers by reasoning out difficult problems and questions. Find out how to unlock this power using chain-of-thought prompting.

Karthik Shiraly

August 15, 2023

How to Train and Deploy Vicuna and FastChat LLMs

Explore 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.

Matt Payne

October 29, 2023

Evaluating GPT-4 Zero-Shot Summarization for Streamlining Workflows

From customer reviews to medical reports, find out how GPT-4 zero-shot summarization has the ability to streamline document understanding workflows.

Matt Payne | Patrick Hennis

August 15, 2023

Harnessing GPT-4 for Meeting Summarization: Zero-Shot and Aspect-Based Approaches

Explore 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.

Matt Payne

August 21, 2023

Improving 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.

Patrick Hennis

August 21, 2023

Our SOTA GPT-4 Dialogue Summarization | Zero-Shot, Few-Shot, Aspect-Based

How we build SOTA dialogue summarization systems for customer service, meeting transcripts, and sales calls. Explore zero-shot, few-shot, and aspect-based environments.

Matt Payne | Patrick Hennis

August 21, 2023

Our Customizable SOTA Ai Medical Record Summarization Pipeline for Legal & Medical Automation

Discover 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.

Matt Payne | Patrick Hennis

December 2, 2025

DALL-E Mini Guide for Generating Photos and Illustrations for Your Content

Find out how you can improve content marketing and social media campaigns by creating unique, relevant images using image generation models like DALL-E Mini.

Matt Payne

June 13, 2023

A Deep Guide to Text-Guided Open-Vocabulary Segmentation

Discover the power of text-guided open-vocabulary segmentation using large language models like GPT-4 & ChatGPT for automating image and video processing tasks.

Matt Payne

May 28, 2023

What is CLIPSeg & how we build optimization pipelines for text-guided zero-shot segmentation

Learn how CLIPSeg segmentation, in combination with GPT-4 and ChatGPT, can enable diverse applications from medical image diagnosis to remote sensing.

Matt Payne

August 21, 2023

NLP in Finance for Banking and Finance Professionals

Can 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.

Karthik Shiraly

August 21, 2023

92.44% Product Similarity through fine-tuning CLIP Model + Custom Pipeline for Image Similarity

A 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.

Matt Payne

April 15, 2023

In-demand GPT-4 and Openai NLP in Sales Use Cases

Boost 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.

Width.ai

August 21, 2023

Mastering Opinion Summarization with GPT: Exploring Pipeline Methods, Evaluation Metrics, and Expert Insights

Explore 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.

Matt Payne

August 21, 2023

AI21 vs. GPT-3: Head-to-Head on Practical Language Tasks

Come 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.

Karthik Shiraly

August 15, 2023

A Guide to Leveraging BERT for Extractive Text Summarization on Lectures

A technical guide to using BERT for extractive summarization on lectures that outperforms other NLP models

Karthik Shiraly

August 15, 2023

Revolutionizing News Summarization: Exploring the Power of GPT in Zero-Shot and Specialized Tasks

Discover 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.

Matt Payne

August 21, 2023

Unlocking the Power of Generative Models: Learning Hard Prompts through Optimization for Image Generation and Language Tasks

Discover 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 learning

Matt Payne

August 21, 2023

Building an Ai Marketing Copy Generator For Keap With 17 Operations | Case Study

Take a look at how Width.ai built 17 generative ai pipelines for use in the Keap.com marketing copy generation product

Matt Payne

August 15, 2023

How to Use Recurrent Feature Reasoning for Image Inpainting

A deep look at how recurrent feature reasoning outperforms other image inpainting methods for difficult use cases and popular datasets.

Matt Payne

March 5, 2023

See GPT-J vs. GPT-3 Go Head-to-Head on Popular Language Tasks

See 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.

Karthik Shiraly

August 21, 2023

SOTA Semantic Segmentation vs. Instance Segmentation: Insights, Implementations, and Recommendations

Discover how transformer networks are revolutionizing image and video segmentation, and get insights on modern semantic segmentation vs. instance segmentation.

Karthik Shiraly

February 13, 2023

A Deep Dive Into The Mask-Aware Transformer for Large-Hole Image Inpainting | How Should I Use MAT?

Discover how the state-of-the-art mask-aware transformer produces visually stunning and semantically meaningful images and how it stacks up against Stable Diffusion & DALL-E for large-hole inpainting

Matt Payne

February 7, 2023

Building Production-Grade spaCy Text Classification Pipelines for Business Data

Unlock the full potential of spaCy with this guide to building production-grade text classification pipelines for business data.

Karthik Shiraly

January 29, 2023

BART Text Summarization vs. GPT-3 vs. BERT: An In-Depth Comparison

We 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.

Karthik Shiraly

August 15, 2023

Building a Custom Intent Classification GPT-3 Model For Conversational Ai

Let’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.

Matt Payne

August 21, 2023

How Zero-shot Object Detection Changes Computer Vision Tasks in Business

Discover the capabilities of zero-shot object detection, which enables anyone to use a model out-of-the-box without any training and generate production-grade results.

Matt Payne

January 9, 2023

State of the Art for Facial Expression Recognition from Image Data | Techniques, Architectures and Marketing Use Case

What is facial expression recognition and what SOTA models are being used today in production

Matt Payne

December 22, 2022

How to Implement TensorFlow Facial Recognition From Scratch

Get a simple TensorFlow facial recognition model up & running quickly with this tutorial aimed at using it in your personal spaces on smartphones & IoT devices.

Karthik Shiraly

December 8, 2022

Solving Modern Document Classification Challenges With Deep Learning | SOTA Document Classification Use Cases

Explore accurate classification algorithms using the latest innovations in deep learning, computer vision, and natural language processing.

Karthik Shiraly

December 7, 2022

Latest Advances in Video-Based Human Activity Recognition | Modern HAR in Video & Images

Learn what human activity recognition means, how it works, and how it’s implemented in various industries using the latest advances in artificial intelligence.

Karthik Shiraly

December 5, 2022

SETFIT - Prompt-free Efficient Few Shot Learning | What is SetFit?

What is the the SetFit architecture and how does it outperform GPT-3 and other few shot large language models

Matt Payne

December 5, 2022

Using TensorFlow Image Classification for Product Detection | Image Classification Using TensorFlow Framework

What is image classification and how we build production level TensorFlow image classification systems for recognizing various products on a retail shelf.

Matt Payne

December 5, 2022

What is Intelligent Document Processing (IDP) & How You Can Get Started Automating Document Data Extraction

Explore the application of intelligent document processing (IDP) in different industries and dive in-depth on intelligent document pipelines.

Karthik Shiraly

November 20, 2022

PyTorch Image Classification for Product Recognition: SOTA Framework for SKU Recognition

How to build an image classification model in PyTorch with a real world use case. How you can perform product recognition with image classification

Matt Payne

November 16, 2022

Building a GPT-3 Call to Action Generator Tool that constantly improves

Let's build a custom CTA generator that you'll actually want to use for your website copy

Matt Payne

August 15, 2023

Processing Master Service Agreements With Multi-Task GPT-3 Model for Blended Summarization & Dynamic NER

We’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.

Matt Payne

August 21, 2023

Purchase Order vs. Invoice: A Deep Dive on Similarities and Differences

Get a comprehensive overview of a purchase order vs. invoice, including when businesses use each, what information goes in them, and more.

Karthik Shiraly

September 22, 2022

Automatically Categorize Products To Google Shopping Categories in 4 Steps using Ai

Learn what Google Shopping categories are used for and how you can automate fitting products to this taxonomy using ai.

Matt Payne

September 12, 2022

Automatically Categorize Products To The Shopify Product Taxonomy in 4 Steps

Automatically categorize your Shopify store products to the Shopify Product Taxonomy instantly with ai based PIM software

Matt Payne

September 9, 2022

Ai Enhanced Product Information Management - How We can Automate PIM

Product information management (PIM) is one of the most important data management tasks for ecommerce and online retailers. Let’s look at what product information management is and how we can use artificial intelligence (AI) to optimize PIM tasks.

Matt Payne

February 10, 2025

Use Automated 3-Way Invoice Matching to Streamline Your Accounting Practices

Dive deep into 3-way invoice matching, including how it works, eight benefits for your business, and the problems with doing it manually.

Karthik Shiraly

September 2, 2022

How Computer Vision in Agriculture Is Boosting Productivity and Yields

Smart farming using computer vision and deep learning provides the most promising path forward in the slow-moving industry of agriculture.

Matt Payne

December 21, 2025

Building an NLP legal clause rewriter that improves clause clarity and reduces risk | Case Study

How we leveraged large language models to build a legal clause rewriting pipeline that generates stronger language and more clarity in legal clauses

Matt Payne

August 15, 2023

Automated Information Extraction using Ai Based Loan Processing Automation

Using ai for document information extraction to automate various parts of the loan process.

Matt Payne

August 8, 2022

Ai Automated Ball Tracking for Players and Coaches of Golf, Soccer, Cricket, and More

Apply AI to your favorite sport with this guide. Learn how automated ball tracking can change the game for coaches and players.

Karthik Shiraly

August 16, 2022

Automatically Categorize Your Products To Google Product Taxonomy in 4 Steps

Categorize your ecommerce products to the 2021 google product taxonomy tree instantly with our Ai software

Matt Payne

March 10, 2025

The Ai Ecommerce Automation Tool Nobodies Talking About (Yet)

Surveying the current landscape of ecommerce automation and how you can use ai to automate huge chunks of your product management.

Matt Payne

August 15, 2022

Leverage Ai Based Product Data Classification Software Instantly in 5 Steps

Classify your product data against an existing product category database or generate categories and tags in seconds using artificial intelligence

Matt Payne

August 15, 2022

6 ML/Ai Warehouse Automation Technologies You Can Implement Today

Warehouse automation plays a crucial role across your supply chain. Learn about how machine learning and ai software can be integrated into your warehouse automation stack.

Matt Payne

June 16, 2022

4 Powerful Long Text Summarization Methods With Real Examples

4 different NLP methods of summarizing longer input text into different methods such as extractive, abstractive, and blended summarization

Patrick Hennis

August 15, 2023

Cut Invoice Processing Time to Just 3 Seconds With This Invoice OCR Tool

iscover an invoice OCR tool that will revolutionize the way you handle invoices. There’s no human intervention needed & a dramatically lower per-invoice cost.

Karthik Shiraly

May 19, 2022