True agentic experiences for your users.
You may already have the model and the retrieval working. A first-class AI capability does not stop at the agent. It changes how the product works, and what your users can do inside it.
Talent Hustler is our own AI platform. We built its agentic experience end to end, and it is what puts the product ahead of its category.
This practice puts the same work into your product, in your stack and at whatever depth it reaches. You are buying the decisions behind it, not the software.
talenthustler.io (opens in a new tab)Nothing here is a product you can buy.
They are surfaces we built and run in our own platform, redrawn here against an invented super fund. What is on offer is the work behind them, done again inside your product, against your records and your rules.
The screens are reproductions, not live software. There is no model behind any of them, and Notional Super, its rules, its members and its correspondence are invented.
A wall of text is work you are handing back to the user
A paragraph makes your users do the job twice: read it, then go and find the part of the product it was describing. Let the response decide what they get and it arrives as the thing itself, with the controls that act on it. Reading is the slowest way to hand somebody an answer.
Illustrative. No live model.
The assistant already knows what the user is looking at
Users will not retype what is already on their screen. An assistant that cannot see the open record makes them describe it first, then answers generically anyway. Table stakes, and most bolted-on panels still miss it.
Illustrative. No live model.
Your developers stopped copying and pasting. Your users have not.
Agentic coding tools earned their keep by making the change in place instead of describing it in a chat window. Same move, in your product, for people who are not engineers. Nothing enters the document until somebody accepts it.
Illustrative. No live model.
Edit in place, with the original still in front of you
Select a sentence, press the shortcut, say what you want done. The rewrite arrives with the original struck through above it, and it is not in the document until it is accepted. Nobody accepts a change they have to hold in their head.
Illustrative. No live model.
Every line traceable to where it came from
In a regulated business, "is this any good" is followed by "can we defend it" and "where did this come from". A lens over the finished document separates what came from a source, what the model was grounded on, and what a person wrote. It also marks the line that has drifted past what you are allowed to say.
Illustrative. No live model.
The gotchas are deeper than they look
Each mock above reaches further back than the screen it is drawn on. A card sitting in a reply has to still be bound to the record a week later, or it is a screenshot. An assistant cannot know what the user is looking at unless the application is built to tell it. Provenance has to be written down as the document is written, because it cannot be reconstructed afterwards. A suggestion has to still know which sentence it belonged to after four other edits have landed on top of it.
The one that caught us was autosave. A staged change sitting in a document that saves itself every few seconds is text nobody has accepted, and the save has no way to tell. It writes the suggestion down as though the writer had typed it, and everybody else on the document sees it. Guarding the save is the obvious fix and the wrong one. The suggestion has to have never been in the document in the first place, drawn over the top of it instead, and that is a decision about the document model rather than the editor.
Those were decisions rather than technology choices, and they carry into somebody else's product unchanged. We make them inside your stack, and you own what comes out.
What it costs depends on what is already there
We work in iterations. The first is scoped to put something real in front of your users quickly, and priced on its own: it might be one of the screens above, more than one, or something this page does not show at all.
The diagnostic
Settles which of the two you are, and what the first iteration should be. You can stop there.
The job is the interface, and the wiring that lets it render what comes back.
The work behind the screen comes first, from the retrieval to the document model that makes a staged change safe.
Book a call about your agent experience
Agentic experiences are most of what we build, and the shape of the work is different in every product. So the useful conversation is about yours: what you have now, and what would be worth building next.