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AI KNOWLEDGE ASSISTANTS / DOCUMENT SEARCH & Q&A

AI knowledge assistants.
Answers with sources.

Custom AI knowledge assistants for approved documents, help content and internal processes. Let people ask a question, find relevant information and check the sources behind the answer.

Based in India · Remote collaboration with US, UK and international teams

Laptop with an illustrative search interface beside books and document folders

Illustrative document search workspace.

Answers from approved content

Source references

Access-aware implementation

CUSTOM DEVELOPMENT & IMPLEMENTATION

Ask a question. Check the source.

Start with a useful, approved document collection. Define access, keep the information current and make answers traceable to the source material.

Internal document Q&A

Find relevant information across an approved collection of process guides, manuals and business documents.

Support knowledge assistants

Help staff locate product guidance and support policies, with references they can check before responding to customers.

Onboarding & process guidance

Make approved onboarding material and everyday process instructions easier for team members to find.

Website & portal integration

Add document Q&A to an existing website or custom portal, using an interface suited to the people who need it.

Permissions & source planning

Plan source access, user roles and the documents each audience may retrieve. Permission behaviour is included in the agreed implementation tests.

Content updates & evaluation

Define how sources are refreshed and test questions against the current document set. Review missing, outdated and unsupported answers.

A PRACTICAL STARTING POINT

Find the process. Keep the reference.

A knowledge assistant retrieves relevant passages from the agreed source set and prepares a response. Users should be able to open the source and verify its context.

Illustrative workflow. Features and integrations are agreed during scoping.

01

Ask in plain language

A team member asks what information is required before a project starts.

02

Retrieve approved content

Find relevant sections of the accessible intake guide and process documents.

03

Answer with references

Prepare a response and source links. If the content does not answer the question, give a clear fallback.

BUILT AROUND THE WAY YOU WORK

A useful fit for
your organisation.

Agencies & companies

Project processes, client handover guides and internal operating documents.

Support teams

Approved help articles, product documentation and response policies.

Schools & colleges

Published course and student-services information, with staff-owned source updates.

Public-facing organisations

Search approved public documents and direct visitors to the authoritative information.

CONNECT THE RIGHT PIECES

Your content.
Your existing tools.

The implementation depends on the APIs, permissions and source material available in your setup. We agree the supported connections and any recurring provider costs before development.

Approved PDFs & documents

Website help content

Internal knowledge collections

Custom portals

Role & login systems

Retrieval & model APIs

EXPLORE MY OWN WORK

A WordPress plugin.
Code you can inspect.

Zoe AI Bot is my public WordPress plugin project. Its repository is a related technical work sample for website chat interfaces and WooCommerce integration code.

Discuss the implementation

Review the public code, then discuss your own requirements, data sources and integrations. The project scope defines what will be built and tested.

FROM A CLEAR BRIEF TO A WORKING PILOT

Define. Build.
Test together.

01

Discover the task

Agree the problem, inputs, audience and a practical first release. Review the sources and tools available.

02

Design & implement

Build the scoped interface and connections. Define approved actions, staff handover and exception handling.

03

Test realistic examples

Check answers, routing and tool behaviour against agreed examples. Review gaps and refine the pilot together.

04

Launch & hand over

Prepare setup notes and ownership for sources and tools. Agree ongoing updates, monitoring and support.

BEFORE YOU DECIDE

Good questions.
Clear answers.

It is a question-and-answer interface connected to an approved information collection. It retrieves relevant content and prepares a response with references to the sources used.

Retrieval-augmented generation means retrieving relevant source content before a model prepares an answer. The source collection, retrieval quality and response behaviour all need testing for the intended use.

We assess the agreed website content, PDFs and other document formats. Scanned files, complex tables and inconsistent formatting may require additional preparation before they can be used reliably.

The implementation can be scoped around user roles and source permissions. We test whether retrieval respects those rules using examples from the agreed access model.

AI responses can be incomplete or incorrect. Source references, clear fallbacks, realistic evaluation and a correction process help users check answers; consequential decisions remain with the responsible staff.

Assign source owners and agree a refresh process. New and revised documents are incorporated into the retrieval collection, followed by checks against representative questions.

HAVE A WORKFLOW IN MIND?

Let’s scope
your AI project.

Share the task, the people who need it and the tools you already use. We can discuss a practical first release and the information needed to quote the implementation.

  • The document collection and its owner
  • Who may access each source
  • Questions the assistant should answer
  • A process for updates and corrections

Based in India. Available for remote collaboration with international businesses and agencies.

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