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Artificial Intelligence

Generative AI you can trust in production.

We build AI where accuracy and traceability are non-negotiable — grounded in your own governed data, not a black box that guesses. From RAG to hybrid rules-plus-LLM engines to Copilot enablement.

Overview

Generative AI you can trust in production.

In regulated environments, “usually right” isn’t good enough. A model that invents an answer in banking or healthcare isn’t a novelty — it’s a liability. We design generative AI that stays anchored to your source documents and can show its work.

That means retrieval-augmented generation over indexed, governed content; deterministic rules layered with Azure OpenAI where the stakes demand it; and every deployment built with the governance, logging, and access controls a regulator would expect to see.

What we do

Capabilities

Retrieval-augmented generation

Answers grounded in your documents using Azure AI Search and Azure OpenAI — with citations back to source, so users and auditors can verify every response.

Hybrid rules + LLM engines

Deterministic logic paired with generative AI — the pattern behind our CARE clinical engine — for domains where predictability and traceability matter as much as fluency.

Document intelligence

Fabric pipelines that extract, chunk, and index PDFs and unstructured content — turning archives of documents into a queryable, AI-ready knowledge base.

Copilot enablement

Practical rollout of Microsoft Copilot across your data estate — with the data foundations, permissions, and guardrails that make it genuinely useful and safe.

AI governance

Management systems aligned to ISO/IEC 42001 and Ley 8968 — so your AI adoption is documented, accountable, and defensible from the start.

Agents on governed data

Task-focused agents wired to your trusted data and systems — built to act within clear, auditable boundaries rather than run loose.

How we engage

A clear path from first look to lasting value.

01 — Assess

Understand

We map your sources, maturity, and constraints — and separate what’s pragmatic from what’s pie-in-the-sky.

02 — Design

Plan

A clear roadmap with quick wins that prove value early and a governed design that lasts.

03 — Build

Engineer

Production-grade delivery with software rigor — tested, reliable, and ready for the real world.

04 — Enable

Hand over

Training and playbooks so your team can operate and extend it on their own.

The stack

Built on the Microsoft data & AI platform.

We go deep in one ecosystem so your solution is coherent, governed, and enterprise-grade — not stitched together from a dozen vendors.

Azure OpenAIAzure AI SearchRAGMicrosoft CopilotDocument IntelligenceFabricISO/IEC 42001
The assistant actually cites where its answers come from. For a regulated institution, that traceability was the difference between a demo and something we could deploy.
Healthcare InstitutionDigital Transformation office
Client testimonial · enterprise-grade solution implemented by Linchpin People.

Let’s put ai & generative ai to work.

Tell us where you are. We’ll map the pragmatic path to where the value is.

Book an intro call