AI and NLP resources
AI Workflow Guides and Practical Resources
This library covers AI risk and business decisions, focused workflows, software choices, voice, business data, and model options.
It explains natural language processing (NLP) — software that understands everyday speech and writing — with practical examples.
Browse the library
Choose a practical starting point
Start with the question closest to the work your team needs to improve.
AI risk · Series guide
AI Risk in 2026: Which Warnings Should Change Your Business Plans?
Choose a starting point for the warnings about superintelligence, rogue agents, jobs, and operational control.
Explore the AI risk seriesAI risk · Article 1
Superintelligence Risk: What the AI Extinction Warnings Actually Mean
Examine the researchers’ argument, incident evidence, and probability estimates before changing an adoption decision.
Read the superintelligence articleVoice workflows
Voice Commands for Mobile Business Apps
See how a mobile app can understand a spoken request. Then review how it can check and update a business record.
Read the voice guideModel choices
LoRA Fine-Tuning for Focused Model Updates
LoRA is a focused way to update part of an AI model. Learn when it may fit better than a full retrain.
Read the LoRA guideBusiness knowledge
Retrieval-Augmented Generation (RAG) Beyond Basic Chatbots
Retrieval-augmented generation (RAG) gives an AI model relevant text from approved sources. It can look up business records before answering, name its sources, and follow access rules.
Read the RAG guideAI planning
Five Steps to a Practical AI Strategy
Start with one business problem. Then test the fit and set clear review points.
Read the strategy guideData workflows
From Data Pipelines to Better Business Decisions
Teams often have useful data spread across several systems. See how they can turn it into checked information for daily decisions.
Read the data guideSoftware decisions
Add AI or Replace Software?
Compare five ways to improve a workflow. The choices range from current features to replacing part or all of a core system.
Read the decision guideDirect answer
Which guide do I need?
Start with the guide closest to your current question. Deciding whether to add AI to the software you have or replace it? Read the decision guide. Wondering whether a model has to be trained on your own material? Read the LoRA guide. Want answers drawn from your own approved records? Read the RAG guide.
Working out where a spoken request fits in field work? Read the voice guide. Trying to get useful answers out of data you already store? Read the data guide. Not sure which problem to pick first? Read the strategy guide, then come back.
Pick the workflow first
Start with the business problem
Choose the type of work you need to improve. Each solution hub explains the inputs, checks, actions, and system limits.
Start with one workflow
Discuss a Workflow
Show us where work slows down and which software is involved. Tell us what a useful result would look like.