Turn conversations into completed work.
We help service businesses automate CRM updates, follow-ups, task creation, and reporting — without replacing the systems or people they already trust.
You already know where things are falling through.
The Follow-Through System
One system that makes sure nothing said out loud gets lost before it turns into work — built once, then running quietly in the background.
Capture
Pull information in from calls, forms, emails, and meetings — the tools you already use, with nothing to upload by hand.
Extract & structure
Identify the details that actually matter — decisions, dates, owners, risks — and organize them into a usable record.
Update the right system
Write that information into your CRM or system of record, in your fields, attributed to the right account and contact.
Create follow-ups
Generate tasks with owners and due dates, and draft the next message so it's ready to send, not started from scratch.
Flag gaps
Surface anything that's missing, overdue, or unresolved before it becomes a client-facing problem.
Report
Summarize what happened and what needs attention, on a cadence you set — no one has to compile it by hand.
Six places this pays for itself.
Not "we can automate anything" — specific workflows we build often, with a specific result.
Meeting notes → CRM, tasks, and follow-up
Every call becomes a logged record and an assigned next step the same day, not by end of week.
Result: no deal update depends on someone's memory.New inquiries → qualification, assignment, and acknowledgment
Incoming leads are triaged, routed to the right person, and acknowledged within minutes of arriving.
Result: faster response times, no lead sitting untouched.Shared inbox → classification and routing
Incoming messages are sorted by type and routed to the right person or queue automatically.
Result: nothing sits unread in a shared inbox for days.Completed service → review request
When a job or engagement wraps, a review request goes out automatically — no one has to remember.
Result: more reviews collected, with zero extra effort.Operational data → weekly management report
Pipeline, activity, and status roll up into one report on your schedule, pulled from the systems you already use.
Result: hours of spreadsheet work replaced by a report that's just there.Dormant customers → prioritized reactivation workflow
Inactive accounts are identified and queued for outreach, ranked by potential value.
Result: revenue sitting in old accounts gets a reason to come back.We start with the problem — not the technology.
AI is one tool in the process, used only where it's the right fit. Every engagement follows the same four steps.
Assess
Identify the workflow that's costing you the most, and establish a clear baseline for how it runs today.
Design
Map the future process, including exactly where a person needs to review or approve before anything moves forward.
Implement
Build the system, test it against real cases, document how it works, and train your team to run alongside it.
Improve
Monitor performance once it's live, and refine the workflow as your process, tools, or team change.
Three ways to engage, depending on where you are.
Every engagement starts with the Assessment — pricing depends on scope, and we'll walk through it together before anything is proposed.
Automation Assessment
A focused working session to map your current workflow, find exactly where updates and follow-ups are getting lost, and show you what a system would look like.
Best for: anyone who isn't sure yet what's worth automating.Implementation Sprint
A scoped build of one workflow — from design through testing, documentation, and training — live on your real CRM and real cases.
Best for: a specific, painful workflow you're ready to fix now.Managed Automation Support
Ongoing monitoring, error alerts, and refinement once a system is live, so it keeps working as your process and tools change.
Best for: teams who want it maintained, not handed off and forgotten.Built by someone who's done this inside a real organization.
Beyond the numbers: hands-on experience across requirements gathering, CRM implementation, change management, staff training, and process improvement — the full path from a messy workflow to one people actually trust and use.
Automation You Can Trust
Automation touching client relationships and financial data has to earn trust before it earns adoption. Here's how that's built in from the start.
Human approval wherever judgment matters — automation drafts and flags; people decide.
You own your production accounts and data — always, with no exceptions.
Access is scoped to the minimum needed to do the job — least-privilege by default.
Every workflow is tested against real cases before it touches a live system.
Monitoring and error alerts are built in, so problems get caught before you have to find them.
Full documentation and a clean offboarding path, if you ever want to bring it in-house.
The line we don't cross: AI never makes unsupervised high-risk decisions — anything that affects money, contracts, or a client relationship goes through a person.
Built in Needham, Massachusetts by Jackson Macdonald.
Macdonald Automation Partners started from a simple observation: the best client information a company has is spoken out loud, then mostly lost — buried in a call nobody logged or a meeting nobody wrote up.
That's not a theoretical problem. It's one I spent years solving inside a large organization before bringing it to service businesses directly:
- Led AI adoption initiatives across 3,500+ employees and multiple brands.
- Built and maintained systems supporting 2,000+ automated tasks a month.
- Reduced manual administrative work by roughly 90% in a recurring CRM process.
Every engagement is built around your actual CRM and workflow, not a generic template — the goal is a system that fits how your team already talks to clients, not one they have to change their habits for.
Stop losing what was said. Start logging it.
Tell us about your team and what's eating the most time — we'll reply within a business day to set up your Automation Assessment.