AI and GPU

Retrieval-augmented generation on Azure Local

Answers from your own documents, with the sources cited, without the documents leaving your site. We build the ingestion, the index and the answering service.

What we do

Scope of the work

  • Ingest documents from file shares and other internal sources
  • Build and host the search index on your cluster
  • Respect existing document permissions in every answer
  • Answer with citations to the source passages
  • Measure answer quality and keep the index current
What you receive
  • A question-answering service over your documents
  • An ingestion pipeline that keeps the index fresh
  • A quality report on a test set you approve

Billed at $150.00 per hour. Ask Keith for an estimate.

Field notes

What we check first.

Permissions

A user must never get an answer from a document they cannot open. Permission filtering is designed in from the start.

Citations

An answer without a source cannot be checked. Every answer links to its passages.

Microsoft's offering

Microsoft has a retrieval service for Azure Local through Azure Arc that has been in preview. We compare it with an open build for your case.

How an engagement runs

Four steps, written down.

I
Scope

A call with Keith

You describe the goal, the estate and the deadline. Keith turns it into a written scope with an hour estimate at the hourly rate.

II
Design

A written design by Gus

Gus reviews the environment and gives you a written design with each decision and its reason.

III
Build

Hands-on implementation

Gus implements in your tenant and your racks, remotely or on site, with every change logged as it is made.

IV
Hand over

Documents and a named contact

You receive the as-built record and the runbooks. Keith stays on as your account and project manager.

Questions

Asked before every engagement.

Which document types are supported?

Common office formats, PDFs and text. Scanned documents need optical character recognition, which we add when required.

How do we know the answers are right?

We build a test set of questions with known answers from your documents and report the measured results before go-live.

What does the consulting cost?

Consulting is billed at $150.00 per hour. Keith sends a written hour estimate after the scoping call, and work starts when you approve it.

Rate and contacts

One rate. Two people.

Consulting is billed at $150.00 per hour. Keith runs sales, project management and your account. Gus does the architecture, the design and the implementation.

Hourly rate
$150.00

per consulting hour, for every consulting service

Sales, project management and account management

Keith

keith@apexvanguard.ai
Architecture, design and implementation

Gus

gus@gusitllc.com

Independent practice, not affiliated with Microsoft. Azure Local consulting is part of the infrastructure consulting practice of Gus IT LLC, an independent firm. It is not affiliated with, endorsed by or sponsored by Microsoft Corporation, Dell Technologies, Fortinet or any other vendor named on this site. Microsoft, Azure, Azure Local, Azure Stack HCI, Azure Arc, AKS, Azure Virtual Desktop, Hyper-V and Windows Server are trademarks of Microsoft Corporation. Dell, PowerEdge, PowerSwitch and iDRAC are trademarks of Dell Inc. Microsoft Entra, Active Directory, SQL Server, FSLogix and BitLocker are also trademarks of Microsoft Corporation. Fortinet and FortiGate are trademarks of Fortinet, Inc. VMware and vSphere are trademarks of Broadcom Inc. Kubernetes is a registered trademark of The Linux Foundation. PostgreSQL is a trademark of the PostgreSQL Community Association of Canada. Linux is the registered trademark of Linus Torvalds. All other marks belong to their respective owners and are used for description only. Product capabilities follow each vendor's documentation and change between releases; we confirm the current state during scoping.