01 / The challenge
Where we start
A convincing answer is not enough. The assistant must know which records it can use, what is missing and when a person needs to decide.
Expertise / Business meets engineering
Bring useful intelligence into everyday work, grounded in your documents, knowledge and operational context.
Who it helpsFor teams that need useful answers from company knowledge, with access rules and evidence behind the response.
A working example01 / The challenge
A convincing answer is not enough. The assistant must know which records it can use, what is missing and when a person needs to decide.
02 / The result
A focused assistant pilot, a defined source collection and an evaluation set based on the questions your team actually asks.
Scope & next steps
We choose a recurring question, collect representative documents and define what makes an answer useful. I design retrieval, permissions and review around that test.
DiscussA working example
In LEG, the assistant is part of the accounting experience, beside invoices, bank records and document status. The design connects the conversation to a source the user can open and inspect.
Actual product interfaces, shown with demonstration data or existing public marketing content.
Understand the workflow, users and existing tools.
Agree the first scope, dependencies and evidence of a useful result.
Test the proposal with representative data before extending it.
We agree sample questions and review answer quality, source relevance and handling of missing information. Expanding the pilot follows that evidence, with people retaining control of consequential decisions.
Yes. A document assistant, an owner dashboard, a customer journey or one connection between tools can be a focused first scope. Discovery establishes the data, dependencies and acceptance criteria before an estimate.
Yes. We first check available APIs, exports and account permissions. Existing platforms can stay part of the workflow; the right connection depends on the source and the way your team operates.
AI that works with your business
Share the workflow and the decision you want to improve. I will help define the next useful step.