Blog
Field notes from building AI into real businesses
Plain writing on putting AI to work inside real businesses: what to automate, what to leave alone, and what shows up in the numbers.
What we're writing about
We write these down as we go: what we shipped inside our own operating companies, what we killed, and what it cost. No theory.
Insights
AI Data Integration Best Practices for Operators
What do ai data integration best practices actually look like when the AI is not a chatbot but a piece of software that reads a real document and writes to a real record? They look like a chain of…InsightsWhat Is Retrieval Augmented Generation for Business?
What is retrieval augmented generation for business? In plain terms, it is a way of pointing a language model at your company's own documents and records so it answers with facts from your business…AI IntegrationHow to Connect AI to Your ERP System: An Operator's Guide
A builder's plain answer on connecting AI to your ERP: what it means, what's safe, where to start, and what a real build looks like inside Epicor, NetSuite, SAP.InsightsWhat Is an AI Systems Integrator? A Builder's Definition
What is an AI systems integrator? An AI systems integrator builds AI into the software your business already runs, reads and writes to your real records, and hands the working system to your team…AI AutomationWhat Is Document Data Extraction? A Builder's Definition
Document data extraction reads the invoices, POs, and rebate agreements you already receive and writes structured entries a person approves. Here's how.AI AutomationRPA vs AI Automation: What Actually Works Inside an ERP
RPA breaks when documents change. AI reads them. The real answer combines both, with a person approving every write. Here's how to tell which you need.InsightsSigns Your Business Needs Process Automation (Honestly)
What are the real signs your business needs process automation? The short answer: a person is re-keying data from one system into another, a document sits in an inbox waiting for someone to read it,…AI IntegrationAP Automation for Distributors: What Actually Fits P21
Most AP automation tools miss how distributors actually run invoices, POs, and rebates. Here is what fits inside your ERP, and when to skip it entirely.InsightsHow to Automate Invoice Processing Without Replacing AP
How to automate invoice processing without ripping out your AP function is the question most mid-market finance leads are actually asking. The honest answer: a system reads the invoices you already…AI AutomationWhat Is Intelligent Process Automation? A Builder's View
Intelligent process automation, explained by a team that builds it. What IPA actually does inside an ERP, how it differs from RPA, and when not to build.Custom AI DevelopmentHow to Choose an AI Partner: A Mid-Market Operator's Guide
A practical guide for mid-market operators choosing an AI partner. What to ask, what to avoid, and how to tell a real builder from a repackaged agency.AI AutomationHow to Measure AI ROI: An Operator's Honest Framework
A plain framework for measuring AI ROI, including the costs vendors leave out and when the honest answer is not to build. Written by operators, not consultants.Custom AI DevelopmentWhat Is Agentic AI? A Plain Answer for Operators
Agentic AI in plain terms: what it is, how it differs from generative AI and chatbots, where it works inside a business, and when to skip it entirely.Custom AI DevelopmentAI Agent vs Chatbot: What Actually Matters for Operators
Most "AI agents" are chatbots with a bigger vocabulary. Here is the distinction that actually matters when you are deciding what to build into your business.AI IntegrationConnecting Generative AI to Your Business Systems
What it actually takes to wire generative AI into the software your business already runs. Read, propose, approve. From the team that built it inside P21.InsightsAI Use Cases in Distribution: What Actually Works Inside ERP
A distributor's shortlist of AI use cases that actually work inside an ERP like Epicor P21, from rebate recovery to pricing, with honest tradeoffs.AI AutomationWhat Is Intelligent Document Automation? A Builder's View
Intelligent document automation, explained by a team that builds these systems into ERPs. What it is, where it works, and when it is not worth building.AI AutomationHow to Automate Business Processes: An Operator's Guide
A practical guide to automating business processes: how to pick the right one, what a real system looks like inside your ERP, and when not to build.AI AutomationWhat Is Business Process Automation? An Operator's Guide
Business process automation, explained by builders who put it into a real ERP. What BPA is, what it isn't, and when a mid-market operator should skip it.Custom AI DevelopmentCustom AI vs ChatGPT for Business: How to Choose
ChatGPT is a tool people use. Custom AI is a system built into your software. Here is how to tell which one your business actually needs, from a builder.Custom AI DevelopmentBuild vs Buy AI: How Mid-Market Operators Actually Decide
A builder-operator's framework for the build vs buy AI decision, including the third option most articles miss and when not to build at all.InsightsWhat Is AI Enablement? A Builder's Definition for Operators
AI enablement means systems built into the software you already run, reading real documents and writing real records. Here is what that looks like.AI IntegrationWhat Is AI Integration? A Builder's Plain Answer
AI integration means a system built into the software your business already runs, reading real records and drafting entries a person approves.AI IntegrationHow to Integrate AI Into Your ERP: An Operator's Guide
A builder's walkthrough of integrating AI into your ERP, from picking the first chore to keeping bad writes out of your system of record.AI IntegrationAI in Accounts Payable: What It Actually Does in an ERP
A builder's honest take on AI in accounts payable: what it reads, what it writes, where a person still approves, and where it is the wrong tool for the job.Custom AI DevelopmentAI Automation Examples for Mid-Market Businesses
Real AI automation examples for mid-market operators: what these systems actually do, where they belong in your ERP, and where they don't. From a builder.From the workshop
Rather talk than read?
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