Generative AI

Turn Your Data Into An Oracle.

By Eduardo Roldan & Luisa S. Avalos, PMP

Public AI tools don’t know your business. We build custom AI assistants, RAG systems, and grounded LLM workflows that answer questions from your data — securely deployed in your cloud, never used to train someone else’s model.

Explore Gen AI

Generative AI is a type of artificial intelligence capable of generating text, images, or other media.

At ESR, we focus on LLM fine-tuning and RAG (Retrieval-Augmented Generation) to make AI work for your specific business data, ensuring responses are accurate, secure, and actionable.

Frequently Asked

Questions buyers actually ask

What is the difference between generative AI and AI automation? +
Generative AI creates content or answers — text, summaries, drafts, queries on your data. AI automation acts: it executes multi-step workflows, integrating with your systems. Most real solutions combine both.
Which LLMs do you build on? +
Primarily Anthropic Claude and OpenAI GPT for production, plus open-source models (Llama, Mistral) when data residency or cost demands it. Model selection is part of the design phase, not assumed up front.
Can you build a custom AI assistant for our internal data? +
Yes — typically as a RAG (retrieval-augmented generation) system. Your documents, tickets, knowledge base, or product data become the assistant's grounded source. Hallucinations stay low because answers are constrained to your content.
Is our data safe? +
Yes. We default to vendor APIs that contractually do not train on your data (Anthropic, OpenAI Enterprise/Team, Azure OpenAI). For higher sensitivity we deploy in your own cloud (Bedrock, Vertex, Azure) so data never leaves your perimeter.
How long does it take to deploy a custom AI assistant? +
A scoped RAG pilot ships in 4–8 weeks. Production-grade systems with feedback loops and evaluation tooling take 8–14 weeks.
Will our team actually use it? +
That is the change-management half of the engagement. We co-design rollout with your team leads, run live training, document the new workflow, and measure adoption — because generative AI is a behavior change as much as a tech change.

Meet Your Team

The people behind the work

Eduardo Roldan, Principal Consultant — Tech

Eduardo Roldan

Principal Consultant | 20+ Years Tech Experience

LinkedIn

“AI should be your most knowledgeable employee, not a random chatbot. We bridge the gap between public models and your private enterprise intelligence.”

Luisa S. Avalos, PMP — Principal Consultant, Ops

Luisa S. Avalos, PMP

Principal Consultant | Operations & Process

LinkedIn

“Generative AI is a behavior change as much as a tech change. I help your team agree on what's safe to use it for, train the people who'll use it daily, and document the new way of working.”

Want Custom AI?

Schedule an AI strategy session to explore how Generative AI can transform your workflow.

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Beyond Basic Chatbots

  • Knowledge Base (RAG)

    Chat with your PDF contracts, SOPs, and employee handbooks. Get instant, cited answers.

  • Automated Report Generation

    AI that digests raw data and writes comprehensive executive summaries or client reports.

  • Secure & Private

    Enterprise-grade security. Your data is used to query the model, but never to train public AI.

Innovation Impact

90%
Faster Research
Reduction in time spent on manual document retrieval
Instant
Knowledge Access
Eliminating manual searching across silos

"Our legal team spends hours reviewing contracts. The AI tool ESR built highlights risk clauses in seconds. It's like having a junior lawyer on demand."

– Partner, Law Firm

Get in Touch

Ready to reclaim your time?

Tell us where the friction is. We respond within 24 business hours with a clear next step — no sales-pitch deck.

San Diego, CA · remote-first