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● Custom RAG & Data Infrastructure

Ask your own documents questions, privately

I set up a private AI assistant that answers questions using your manuals, procedures, past jobs and customer records, and shows where each answer came from. Your information stays under your control instead of being handed to a public chatbot.

In plain English: it’s like giving every employee a coworker who has read every document your business owns and can find the right page in seconds.

What I build

Two ways this helps your business

Each one is in plain English, with the technical name underneath for your IT person.

Private Knowledge Bases

Secure retrieval-augmented generation (RAG)

Instead of guessing, the AI first looks up the relevant pages in your own files, then answers from them with a link to the source. Access is limited to the people and documents you choose.

  • Employee handbooks, SOPs and training manuals
  • Product specs, warranties and service history
  • Customer logs and support tickets, with permissions

Vector Database Engineering

pgvector and dedicated search clusters

A vector database is a search index that understands meaning, not just exact keywords. I deploy, configure and maintain it (often pgvector on PostgreSQL) so search stays fast and accurate as your library grows.

  • Semantic search across thousands of documents
  • Automatic syncing when documents change
  • Scales from one office to many locations
See it in action

Example workflow: a new technician on a job

An illustrative example of how a typical setup runs. Yours is designed around your own process.

  1. Question

    “What torque setting does the manufacturer recommend for this model’s mounting bracket?”

  2. Lookup

    The system finds the exact section in your stored install manuals and past job notes.

  3. Answer

    A short answer with the manual page cited, so the tech can verify it in one tap.

  4. Privacy

    The question and the documents stay within your secured setup.

Why hire someone

Anyone can sign up for an AI tool. Making it work for your business is the hard part.

Do-it-yourself AI often stalls after the demo. The value comes from careful setup, testing, monitoring and adjusting it as your business changes, and that is the part I handle.

Configured correctly

AI tools are only as good as their setup: the instructions they follow, what they’re allowed to do, and when they hand off to a person. I set that up, test it with real scenarios, and document it.

Monitored after launch

Software drifts: APIs change, models update, a form field gets renamed. I watch logs and alerts, review results, and fix problems before your customers notice them.

Designed around your workflow

I map how your business actually runs first, then build the automation to fit it. You don’t have to reshape your business around a tool.

Private and secure

Customer data, documents and logins are handled with access controls, encryption and providers whose terms don’t use your data to train public models.

  1. AuditMap how the work flows today
  2. DesignPlan the workflow and the guardrails
  3. Build & testReal scenarios before launch
  4. LaunchTrain your team, hand over the docs
  5. MonitorWatch, fix and improve every month
Common Questions

Private AI Knowledge Base FAQ

Will my documents be used to train public AI models?

I configure the system with self-hosted models or with providers whose business terms say your data isn’t used for training, and I keep your documents in storage you control.

How accurate is it?

Answers come from your own documents and include the source, so people can check them. Before launch I test it on real questions from your team and tune it until the answers are reliable.

What happens when our documents change?

The knowledge base can re-sync automatically when files are added or updated, so answers stay current.

Can different employees see different documents?

Yes. Permissions can be set by role, so office staff, technicians and managers only get answers from what they’re allowed to see.

Not sure where AI fits in your business?

Start with a free audit. I’ll show you where time and leads are slipping, in plain English.

Book a Free Audit

Let’s talk about Private AI Knowledge Base

Send me a message and I'll reply within a day — usually much sooner. First look is always free.

Based out of Denver, Colorado

No contractsNo credit cardReply within 24 hours