Notes on automating the busywork.
Field notes from building AI-powered automations, what works, what to watch for, and how to find the wins hiding in your operations.
CPQ for Manufacturing: Where Generic Tools Fall Short
Manufacturing quoting involves bills of materials and multi-level assemblies most CPQ platforms treat as an afterthought. Here is what CPQ for manufacturing needs.
RAG Chatbot on Company Documents: What It Actually Takes
A RAG chatbot on company documents sounds simple until you try to build one that gives reliable answers. Here is what actually makes it work.
Commission Spreadsheet Errors at Scale: Where They Come From
Commission spreadsheet errors are rare at ten reps and routine at a hundred. Here is where they actually come from, and what stops them.
CPQ for Small Business: What's Actually Worth Building
Most CPQ platforms are built for enterprise sales teams. Here is what CPQ for small business actually needs, and what it can skip.
Smart Order Routing Rules: What Actually Belongs in Them
Order routing gets complicated fast once more than location matters. Here is what smart order routing rules should (and shouldn't) try to handle.
AP Automation for Small Business: What Actually Fits
Enterprise AP automation platforms assume enterprise volume and headcount. Here is what AP automation for small business actually looks like.
Automate Email Data Extraction: A Practical Guide
Order confirmations, invoices, and shipping notices arrive as email, not clean data. Here is how to automate email data extraction reliably.
CPQ for Hardware and Telecom Quoting: Why Generic Tools Struggle
Hardware and telecom quoting involves configuration rules generic CPQ platforms weren't built for. Here is what CPQ for this kind of quoting actually needs.
An AI Agent for Ticket Triage: A Concrete Example
Ticket triage is a judgment call made hundreds of times a day. Here is what an AI agent for ticket triage actually looks like, built and running.
AI Invoice Approval Workflow: Who Approves What, and When
Automating invoice data capture is only half the problem. Here is how to design an AI invoice approval workflow that decides who signs off and when.
Auto-Split Shipments: When One Order Becomes Several
A single order that ships from more than one location needs automatic splitting logic, or someone is doing that math by hand. Here is how it works.
3PL Integration Automation: Where the Handoff Breaks
Working with a third-party logistics provider means your systems and theirs have to agree, constantly. Here is where 3PL integrations actually fail.
When to Use an AI Agent vs. a Script for a Workflow
Not every automation needs an AI agent. Here is how to tell when a script is enough and when a workflow actually needs agentic judgment.
CPQ You Own Outright: Quoting Without Per-Seat Fees
Most CPQ pricing scales with headcount forever. Here is what it looks like to own your quoting system outright instead.
Custom Integration vs. iPaaS: Which Actually Fits
iPaaS platforms promise to connect any two systems. Here is where that promise holds up and where a custom integration is the better call.
OCR vs. LLM Document Extraction: Which One Fits
Traditional OCR and LLM-based extraction solve the document data problem differently. Here is how to tell which approach actually fits your documents.
Quote-to-Cash Automation: Where the Process Breaks
Quoting, contracts, fulfillment, and billing often live in separate systems. Here is how quote-to-cash automation connects them.
Agentic Workflow Automation: What It Looks Like in Practice
Agentic workflow automation examples are usually abstract online. Here are real patterns from fulfillment, ticketing, and property-data pipelines.
The Real Cost of a Commission Spreadsheet at Scale
Commission spreadsheets look free until you count the errors, the disputes, and the hours spent reconciling them by hand at scale.
True Cost of SaaS Ownership: What the Sticker Hides
Per-seat pricing is only the start. Here is the fuller cost of owning SaaS long term, and when building your own system costs less.
Cost Per Invoice: What Manual AP Really Costs You
Manual invoice processing costs more than the labor you can see. Here is what to actually count when comparing manual AP to automated AP.
Custom CPQ vs. Salesforce CPQ: What Actually Differs
Salesforce CPQ owns the head term. Here is what actually changes when a custom CPQ system replaces it, and when each one is the right call.
When to Replace Zapier With a Custom Integration
Zapier handles simple automations well. Here is how to tell when your workflow has outgrown it and a custom integration is the better investment.
CPQ Bundle Pricing: Configuring Complex Products
Bundled and configurable products push CPQ logic past simple line-item pricing. Here is how to model bundles without the pricing engine breaking.
International Commission Calculations: Where Comp Breaks
Multi-currency, multi-country commission plans introduce failure modes a single-currency system never has to handle. Here is where they show up.
Entity Resolution: Matching Property Records Across Sources
The same parcel looks different in assessor, recorder, and vendor data. Here is how to match records into one reliable property profile.
ATTOM API Integration: What to Vet Before You Build On It
Third-party property data APIs promise instant coverage. Here is what to check before you build a pipeline that depends on one.
Multi-Warehouse Fulfillment: Routing Orders Automatically
With more than one warehouse or 3PL, picking the right fulfillment location becomes its own automation problem. Here is how to solve it.
Time and Materials Billing: Capturing Field Work Accurately
T&M billing depends on field data that is captured by hand and often incomplete. Here is how to automate accurate capture.
Returns Automation: The Fulfillment Workflow Nobody Plans For
Forward fulfillment gets automated first. Returns are the workflow most teams still handle by hand, and where the real cost usually hides.
SLA Tracking Automation: Turning Tickets Into Real Data
Most teams track SLAs by memory and spot checks. Here is how to turn ticket data into accurate, automatic compliance reporting.
Spiff and Bonus Automation: Where Standard Comp Tools Break
One-off spiffs and bonuses rarely fit a standard commission plan. Here is how to automate them without a spreadsheet workaround.
Build vs. Buy: When Custom Automation Beats Off-the-Shelf
Off-the-shelf tools cover the common case well. Here is how to tell when your workflow is unusual enough that custom automation wins instead.
CPQ Rollout Mistakes That Make Quoting Slower, Not Faster
A new CPQ system is supposed to speed up quoting. Here are the implementation mistakes that make it slower than the spreadsheet it replaced.
Automating Property Data Pipelines: From Records to Data
Assessor and recorder data is public, but rarely usable as-is. Here is how to turn raw property records into a clean, reliable data pipeline.
Order Fulfillment Automation: Where Manual Handoffs Cost You
Order fulfillment breaks down at the handoffs between systems, not within them. Here's how to find and automate the gaps before they cost you customers.
Sales Commission Automation: Why Spreadsheets Break at Scale
Commission spreadsheets work at ten reps. Past fifty, they quietly produce wrong paychecks. Here is how automated commission math holds up at scale.
Ticket-to-Invoice Automation: Closing the Billing Gap
Every manual step between a closed ticket and a sent invoice is where revenue quietly leaks. Here is how to automate that handoff accurately.
How to Spot the Automation Opportunities Hiding in Your Operations
A practical framework for finding the workflows in your business that are ready to automate, before you spend a dollar on tooling.
AI Agents vs. RPA: Which One Actually Fits Your Business?
Robotic process automation and AI agents solve different problems. Here's how to tell which one your workflow actually needs, and when to combine them.
From Spreadsheet to System: When to Replace Manual Quoting
The macro-driven quoting spreadsheet works, until it doesn't. Here are the warning signs it's time to move to a real CPQ system, from a team that's made the switch.