What does an AI agent consultant do?

An AI agent consultant designs, builds, and deploys autonomous software systems that handle business tasks without human intervention — document processing, data extraction, report generation, workflow automation. Ricardo Torres specializes in agents for fintech, healthtech, and logistics using Azure and Databricks.

What is Databricks Genie?

Databricks Genie lets business users query their data warehouse in plain English — no SQL needed. Ricardo Torres implements Genie-powered analytics so finance and operations teams get instant data insights from conversational queries.

How long does an AI automation project take?

Most projects follow 4 phases: Diagnose (1 week), Architect (1 week), Build (2–6 weeks), Handoff (1 week + 30-day hypercare). Simple agent workflows go live in 3–4 weeks. Full modernization projects run 8–12 weeks.

Do I own the code and systems you build?

100%. Full source code, documentation, and architecture diagrams delivered to you. The handoff includes team training so your engineers can maintain the system independently.

Available for consulting · 10+ years in tech

I build AI agents
that eliminate
your biggest bottlenecks AI agent development, Azure cloud architecture, Databricks automation consultant for fintech, healthtech and logistics

Cloud architect and AI consultant specializing in intelligent automation for fintech, healthtech, and logistics. I design systems that make your team 10x faster — not just slightly better.

See live demos Start a project

10+

Years in tech

Live AI products

80%

Avg. time saved per workflow

Azure + Databricks

Primary cloud stack

About

A technologist who loves building useful things

I've spent more than a decade designing and shipping systems across fintech, healthtech, logistics, and SaaS — from Angular and .NET applications to Azure and Databricks data platforms. I enjoy working close to the business problem, translating messy requirements into architectures that are simple to operate.

Outside of projects, I like writing about what I learn, mentoring engineers, and experimenting with new ways to combine AI agents, data, and cloud to remove boring work from people's day-to-day.

Live demos

AI products I've shipped

Not concepts. Not wireframes. These run in production and save hours every week.

Audio · AI · NLP

MeetSync

Uploads any meeting video or audio, transcribes it, and uses AI to extract action items, decisions, and key insights — in under 60 seconds.

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Content · LinkedIn · Medium

ContentForge

AI-powered content engine that generates structured articles and LinkedIn posts tailored to your voice, industry, and audience — from a single brief.

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Databricks · SQL · Analytics

DataGenie

Type a business question in plain English — "Compare this year's revenue vs last year" — and get instant charts, tables, and insights powered by Databricks Genie.

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Expertise

What I architect
and deliver

🤖

AI Agent Development

End-to-end design and deployment of autonomous AI agents that handle repetitive business workflows — document processing, data pipelines, customer interactions — without human intervention.

LangChainOpenAIClaude APIRAG

☁️

Azure Cloud Architecture

Scalable, cost-optimized cloud infrastructure on Microsoft Azure. From greenfield design to legacy migration — built for enterprise workloads.

Azure DevOpsAKSEvent Hubs

10+

Years designing systems that scale under pressure

80%

Average reduction in manual processing time after implementation

⚡

Databricks & Data Engineering

Natural language to SQL analytics with Databricks Genie. Delta Lake pipelines, medallion architecture, real-time dashboards for business intelligence.

Delta LakeSparkGenie NL2SQL

🔄

App Modernization & Angular Migration

Legacy application modernization using Angular, .NET 8+, and cloud-native patterns. I don't just upgrade the stack — I redesign the architecture so it doesn't need upgrading again for 10 years.

Angular 17+.NET 8MicroservicesREST / GraphQL

How I work

From problem
to production

A clear 4-step engagement — no scope creep, no black boxes.

Diagnose

Deep dive into your current workflows, tech stack, and pain points. I map exactly where time is being lost and where AI creates leverage.

↗

Architect

Design the solution: agent topology, data pipeline, cloud infrastructure, and integration points. Everything documented before a line of code is written.

↗

Build

Iterative development with weekly demos. You see working software in week one, not month three. CI/CD, tests, and observability built in from day one.

↗

Hand Off

Full documentation, team training, and a 30-day hypercare period. Your team owns the system — I make sure they're confident running it independently.

Full capabilities

Every layer of
the stack

AI Agent Design & Orchestration

Multi-agent systems, tool use, RAG pipelines, LLM fine-tuning

Databricks Architecture

Delta Lake, Unity Catalog, Genie NL-to-SQL, MLflow

Azure Cloud Infrastructure

AKS, Azure Functions, Event Hubs, DevOps pipelines, IaC

Angular & Frontend Architecture

Angular 17+, micro-frontends, performance optimization, migration

.NET Backend Development

.NET 8, Clean Architecture, CQRS, API design, microservices

Database Engineering

SQL Server, PostgreSQL, Cosmos DB, Redis, data modeling

Process Automation

Document intelligence, workflow automation, RPA integration

Why businesses in fintech, healthtech, and logistics hire me

Fintech companies deal with massive volumes of transactions, compliance documents, and reporting requirements. I build AI agents that automate reconciliation workflows, extract data from financial documents, and generate SQL analytics from natural language.

Healthtech organizations need intelligent systems that process clinical notes, lab results, and patient records without sacrificing accuracy. I design Azure-based data architectures that are HIPAA-compliant, scalable, and connected to AI models that surface insights clinicians actually need.

Logistics companies operate at the intersection of real-time data, complex routing, and operational pressure. My Databricks pipelines handle real-time fleet telemetry, demand forecasting, and supply chain anomaly detection.

Across all three sectors, the pattern is the same: manual, repetitive work consuming expert time. My job is to eliminate exactly that.

I build AI agents
that eliminate
your biggest bottlenecks AI agent development, Azure cloud architecture, Databricks automation consultant for fintech, healthtech and logistics

A technologist who loves building useful things

AI products I've shipped

What I architect
and deliver

From problem
to production

Every layer of
the stack

Why businesses in fintech, healthtech, and logistics hire me

Common questions

Writing about what I build

Ready to eliminate
your biggest bottleneck?

I build AI agents that eliminate your biggest bottlenecks AI agent development, Azure cloud architecture, Databricks automation consultant for fintech, healthtech and logistics

A technologist who loves building useful things

AI products I've shipped

What I architectand deliver

From problemto production

Every layer ofthe stack

Why businesses in fintech, healthtech, and logistics hire me

Common questions

Writing about what I build

Ready to eliminateyour biggest bottleneck?

I build AI agents
that eliminate
your biggest bottlenecks AI agent development, Azure cloud architecture, Databricks automation consultant for fintech, healthtech and logistics

What I architect
and deliver

From problem
to production

Every layer of
the stack

Ready to eliminate
your biggest bottleneck?