Blog Posts for

What Is Jev AI? TypeSafe's System One Model, and Where It Fits in an Agent Harness

What Jev is, how it plugs into a LangChain agent loop, and which decisions to hand it first, from a team that builds agent harnesses in production.

September 26, 2026

Our Supplier Catalog Ingestion AI Agent | Automating SKU Onboarding

How we built a supplier catalog ingestion AI agent that grounds every SKU against the real vendor source before it writes a word

September 16, 2026

The Claude Humanizer Skill We Built for Content That Has to Keep Ranking

Most humanizers flatten marketing copy. This Claude skill keeps it persuasive and ranking. Open source, 33 patterns.

September 21, 2026

Implementing Agentic AI in Healthcare: One Foundation, Two Agentic Systems, Real Numbers

How we implemented agentic AI in healthcare: a 96%+ extraction foundation and two production agentic systems built on top of it, honestly labeled.

July 29, 2026

Agentic AI in Healthcare: A Vendor-Agnostic Build Guide For Operators

What agentic AI in healthcare is, where it is deployed, and how to build it, vendor-agnostic, with real production systems hitting 96% extraction accuracy.

July 29, 2026

Agentic AI in Digital Marketing: 7 Surfaces Where Agents Do Real Work in 2026

What agentic ai in marketing looks like in production: real multi-agent systems across SEO, ads, and PDPs

July 29, 2026

Real Claude Skills for Marketing: 7 With Great Automation ROI

Seven Claude Skills for marketing with the best automation ROI: what each does, why it is worth it, and where to get it.

July 7, 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.

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.

May 31, 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.

July 16, 2026

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

From vendor flat files to high quality and SEO optimized product data for your marketplace or 3pl channel in seconds with automated product data enrichment

August 30, 2026

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.

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.

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.

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.

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.

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.

August 27, 2024

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.

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.

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.

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.

January 22, 2024

Moving to Agentic RAG | Our Agentic RAG Architecture that outperforms 2025 RAG in production

Why our agentic RAG 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

August 11, 2026

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!

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.

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

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.

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.

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.

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

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!

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.

October 26, 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.

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.

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.

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

August 12, 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.

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.

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.

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.

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.

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.

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.

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.

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.

June 13, 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.

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.

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.

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.

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.

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

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.

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

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.

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.

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.

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.

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

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.

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

Using GPT-3 For Automated Partial & Full UPC Code Matching | Case Study

We 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 variation

5 Steps To Production Level GPT-3 Language Translation Software

Let’s take a look at the 5 easy steps to start using a production level GPT-3 language translation pipeline for any use case.

State of the Art GPT-3 Summarizer For Any Size Document or Format

The key components to building a gpt-3 summarizer with short & long-form summarization for news articles, blog posts, legal documents, and more.

5 Most Valuable Ways To Convert Unstructured Text To Structured Data

Here's 5 of the most valuable ways to convert unstructured text to structured data with natural language processing

7 NLP Techniques for Extracting Information from Unstructured Text using Algorithms

7 different ways to extract valuable information from unstructured text using algorithms such as GPT-3, spaCy, and LDA.

How We Build The Highest Confidence GPT-3 Chatbots Available In 2022

A 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.

Designing Two GPT-3 Products For O.C. Tanner | Case Study

The 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.

Building A GPT-3 Twitter Sentiment Analysis Product

We’re going to walk through building a production level twitter sentiment analysis classifier using GPT-3 with the popular tweet dataset Sentiment140.

Keyword Extraction Using GPT-3 In The Education Industry | Case Study

We 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 Study

Using GPT-3 For Topic Extraction In The Asset Management Industry | Case Study

We built a custom GPT-3 pipeline for key topic extraction for an asset management company that can be used across the financial domain | Case Study

Ecommerce Product Taxonomy & Categorization With GPT-3

How 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.

Business Applications For GPT-3

GPT-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'.