AI Agents and Workflow Automation
AI Agents and Workflow Automation
The steps between your systems, done automatically and logged.
What automation work is
Most businesses have a set of steps somebody performs between systems: read the email, pull the numbers out, put them in the CRM, tell someone.
An automation does those steps on a trigger. Where judgement is needed, a model reads the material and decides; where it is not, the automation just moves the data.
An agent is the same thing with more latitude — it is given tools and a goal rather than a fixed sequence. Most useful work needs the fixed sequence, and that is where these projects start.
What you get
What gets built
Built on whichever platform suits the estate.
Inbox to record
Work that arrives as prose — an order, a booking, a claim — read and written into the system of record as a structured row.
One request class, handled
A single kind of request automated all the way through, including the notification, with everything else passed on untouched.
Reports that send themselves
The recurring extract, formatted and distributed on a schedule, instead of somebody rebuilding it every Monday.
Approvals and access requests
Routing an approval to the right person and calling the systems that action it. Often the fastest thing on this list to build.
System to system
Two applications that were never designed to talk, connected properly with the failures visible.
Agents with tools
Where the sequence genuinely cannot be fixed in advance, an agent with a defined set of tools and a bounded task.
How it works
How the work runs
Watch the job being done
The current steps get written down as they actually happen, including the exceptions people have stopped noticing.
Pick the platform
n8n, Azure Logic Apps or Power Automate, chosen on where the systems are and who has to maintain it.
Build it narrow
One trigger, one path, running against real data with a person checking the output.
Widen it
Exceptions get added once the main path is trusted, not before.
In practice
Automations that get built most often
Ordered roughly by how quickly they pay back.
Access and approval requests
Somebody needs a licence, a folder or an account. The request routes to the person who can approve it and the systems get called automatically. This is consistently the fastest thing on the list to build.
Enquiry to CRM record
Enquiries arrive as prose from a form, an inbox or a marketplace. The automation pulls out the detail, creates the record and replies, flagging anything ambiguous for a person.
One ticket class, all the way through
A single recurring request handled completely, including the notification back to the person who asked. Everything else is passed along untouched.
Scheduled extract and distribute
The Monday report assembled from two systems, formatted and sent. It notices when a source has not updated instead of sending a report full of last week's numbers.
What matters
The parts that decide whether it survives
Automations are easy to demonstrate and hard to keep running. These are the reasons.
Credentials are the real asset
An automation platform holds standing access to the CRM, the mail system and the file store — usually broader rights than any single person has. Where that store lives and who can reach it is a design decision, not an afterthought.
Exceptions are most of the work
The happy path is normally a day. The value is in what happens when a field is missing, a system is down, or the same message arrives twice.
Running it twice must be safe
Anything that writes to a system of record has to cope with being retried, or a network blip becomes a duplicate invoice.
Silent failure is the failure mode
An automation that stops working rarely announces it. Monitoring the runs is part of the build, not an extra.
Self-hosting is real infrastructure
Running n8n in your own tenant means a container, a database, backups, TLS and upgrades. That is a fine choice, made knowingly.
Model output needs a shape
Where a model fills in fields, the output has to be constrained to a schema and checked, or the row that lands is unusable.
Who it is for
Where this pays
Order and booking intake
Work arriving by email or form that somebody retypes into a system.
Finance and admin
Recurring extracts, reconciliations and reports assembled by hand.
Service businesses
Scheduling, dispatch and the paperwork that follows a job.
Anyone with two systems that do not talk
The gap is normally being filled by a person and a spreadsheet.
Questions
Frequently asked questions
Which automation platform do you use?
n8n, Azure Logic Apps or Power Automate. The estate decides — Logic Apps and Power Automate suit a Microsoft-centred business, n8n suits one with a lot of systems outside it.
Can it run on our own infrastructure?
Yes. All three can run in an account you own, which is the usual choice when the automation touches customer data.
What happens when something breaks?
Runs are logged and failures raise an alert. The design assumes a step will fail and makes it visible rather than silent.
Is this the same as an AI agent?
An agent is given tools and a goal instead of a fixed sequence. Most business work is better served by the fixed sequence, so that is usually what gets built.
Do we need a developer to maintain it?
No. These are maintained as a service, and the automations are built so a competent administrator can read what they do.
How long does one take?
A single automation is usually one to three weeks depending on how many systems it touches and how many exceptions it has to survive.
Also on this site
Name the job somebody does by hand
That conversation is usually enough to tell whether it is worth automating.
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