6 min read · Published 2026-07-03
What a Forward Deployed Engineer is, and why your small business needs one
Not another app you have to learn. A forward deployed engineer builds the AI into how your business already works, then stays to run it.
If you have tried to add AI to your business, you have probably met the same wall twice. You sign up for a tool, you watch the demo, and then you are on your own to make it fit the way you actually work. The tool is clever. The gap between the tool and your business is where it all falls down.
A forward deployed engineer closes that gap. Instead of handing you software and wishing you luck, they embed in your business, learn how it really runs, and build the AI into it. The term comes from the frontier AI companies. It is how OpenAI, Anthropic and Palantir get serious AI live inside large organisations, because they learned early that a generic product almost never delivers value on its own. Someone has to sit with the messy reality of a real business and wire the thing in.
Why generic AI tools stall
Most AI you can buy off the shelf assumes you will do the hard part. It gives you a blank box and a monthly bill. You still have to work out which job to point it at, connect it to your systems, check that it does not embarrass you in front of a customer, and keep it working when something changes. For a busy owner, that is a second job you did not ask for.
That is not a criticism of the tools. It is the nature of self-serve software. The value was never in the box. It was always in the fit between the box and your business, and fit is exactly the part a generic tool leaves to you.
What forward deployed delivery looks like instead
A forward deployed approach flips the model. The work starts with your business, not the software.
- See the real job. We look at where your hours actually go, which leads slip, what follow-up never happens. The first workflow is chosen from your reality, not a feature list.
- Build it into your systems. The AI is connected to the inbox, the CRM, the forms and the spreadsheets you already use. You do not migrate to a new world. It meets you in yours.
- Prove it before you rely on it. Every output is checked against how a good result should look, and nothing goes live until it earns trust. You approve what it does until you are comfortable letting it run.
- Stay and run it. When your business changes, the workflow changes with it. That is the part a one-off setup never gives you.
The point is not that AI is magic. It is that the delivery is done with you and around your business, so the AI actually lands.
The catch, and what changed
Forward deployed engineering used to be a luxury. Putting a skilled engineer next to every customer is expensive, so historically only large enterprises with big contracts could afford it. A small business was left with the self-serve box.
What changed is that AI can now do a large share of the forward deployed work itself. A small team backed by AI agents can embed, build and run workflows at a cost that finally makes sense for a business with two to fifty people, not two thousand. That is the whole idea behind Vivacity: the embedded, build-it-into-your-business model that used to be reserved for the big end of town, brought to Australian small businesses.
What this means for you
You do not need to become an AI expert, and you do not need to learn another app. You need one workflow that quietly does a job you are sick of doing, built into the tools you already have, and someone accountable for keeping it working. That is what forward deployed delivery is, and it is what growth infrastructure looks like when it is done properly rather than sold as a subscription and left on your desk.
If you want to see where it would start in your business, the free AI Fit Check finds the first workflow worth building. No card, no obligation, just a genuine recommendation you can act on.
Written by Bryson Walter, founder of Vivacity.ai and ex-Commonwealth Bank AI platform engineer.
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