Technology consulting · Brazil and remote

Architecture and Development of Custom Software and Artificial Intelligence integration

J1618 creates custom solutions for small businesses that don't fit off-the-shelf software — and also designs and sustains large-scale platforms: high data volumes, complex integrations, telephony, mobile, cloud and, today, AI applied to the business — agents, LLMs, automation and custom-trained models. More than 15 years of software experience.

  • 15+ years of software experience
  • Serving clients across Brazil and remotely
  • Português · English · Español
15+

years of software development experience

9+

years of technical leadership and software architecture

7+

years of AWS cloud architecture

4

product platforms in production with our team's technical involvement

Services

Consulting in custom software development and artificial intelligence

From the small business that needs its first system to the large company that needs architecture and specialists: we work from design all the way to code in production — on our own or alongside your team.

Software architecture

Designing systems from scratch or reviewing existing architectures: domain modelling, service boundaries, API contracts, database choices, queues and scaling strategy.

  • REST API design and integrations
  • Relational and NoSQL data modelling
  • Documented technical decisions (ADRs)

Artificial Intelligence integration

Putting AI inside your product in a useful and controlled way: LLM agents, RAG over your own data, MCP servers, process automation and voice with real-time transcription and synthesis.

  • AI agents and LLM orchestration
  • RAG and semantic context over databases
  • MCP servers and tooling for AI
  • Fine-tuning models for your domain
Learn more

WhatsApp Business API integration

The official WhatsApp Business API set up and maintained by us: infrastructure, a shared inbox for your team and AI agents that answer and qualify customers, connected to your CRM and ERP.

  • Account, phone number and infrastructure setup
  • Shared inbox with queues, departments and reports
  • AI agents handling support, plus ongoing maintenance
Learn more

Custom software development

Software built around how your operation actually works, not the other way around — from the small business leaving spreadsheets and rigid tools behind to the large company with complex requirements. Web platforms, mobile apps, back-offices, system integrations and internal automation.

  • Web and mobile applications
  • Integrations with ERPs, CRMs and third-party APIs
  • Automation of operational processes
Learn more

Modernisation and performance

Legacy system that is slow, expensive or hard to evolve? We run a technical assessment, prioritise what pays off quickly and lead the modernisation without stopping your operation.

  • Performance and bottleneck assessment
  • Query and index optimisation
  • Refactoring and incremental migration

AWS cloud and DevOps

Lean, predictable infrastructure on AWS: containers, CI/CD, observability, backups, VPN and cloud cost reduction.

  • AWS architecture and provisioning
  • Docker, deployment pipelines and monitoring
  • Infrastructure cost reduction

Data and applied AI

From collection to model: data pipelines, analytics dashboards, automatic classification of open-ended text and machine learning models trained for your domain.

  • Data pipelines and data engineering
  • Dashboards and operational reporting
  • NLP models (BERT, PyTorch)

How we work

A simple process, with no technical runaround

Whether your business is small or large, you understand every stage, what you get and what it costs before anything starts.

  1. 1

    Discovery call

    A 30 to 60 minute conversation to understand the business problem, the current technical setup and what has already been tried. Free of charge.

  2. 2

    Proposal and technical plan

    You get a document with the solution design, scope, risks, timeline and investment. In plain language, reviewable by people outside of tech.

  3. 3

    Delivery in short cycles

    We work in short cycles with demonstrable deliverables. You follow the progress and can adjust priorities at every cycle.

  4. 4

    Production and continuity

    Going live is part of the job: deployment, monitoring, documentation and knowledge transfer to your team.

Projects

Experience with platforms in production, across several industries

Real systems, with real users, running every single day — built in projects for other companies, and the experience we bring to your business.

Market research · SaaS

Survey data collection and analysis platform

Full platform for questionnaire design, field collection through mobile and web apps, quota control, asynchronous processing of large volumes and analytical export. Django + PostgreSQL + AWS S3 architecture with background workers.

  • Django
  • PostgreSQL
  • React
  • AWS
  • Mobile app
  • Async queues

Voice AI · Telephony

AI voice interviewer over a phone call

Voice application on top of Asterisk (ARI + ExternalMedia/RTP) with a real-time pipeline of transcription, LLM natural language understanding and speech synthesis — running phone interviews with no human operator. Includes a predictive dialler and a supervision dashboard.

  • Asterisk / SIP
  • STT + LLM + TTS
  • Async Python
  • WebRTC / RTP
  • Predictive dialler

AI agents · Automation

AI agents embedded in daily operations

A custom MCP server authenticated against the product's own database, exposing safe tools scoped to each user, plus agents that monitor quotas, trigger alerts and run operational routines. Integrated with WhatsApp and n8n automations.

  • MCP
  • LLM agents
  • n8n
  • WhatsApp API
  • Python

Logistics · Traceability

Logistics and barcode traceability system

A suite of modules for order management, picking, tracking and sanitisation reporting, with a desktop app for shop-floor operation, barcode scanning and report generation. Node.js/LoopBack service architecture on MongoDB, with versioned shared packages.

  • Node.js
  • TypeScript
  • LoopBack
  • MongoDB
  • Electron
  • Barcode

Telecom · Quality

Automated testing of telecom equipment

Automated test tooling for CPEs (customer premises equipment) with bench execution, test scripts, batch and sample control, multi-level approval/rejection and quality dashboards — connected over VPN to remote labs.

  • Free Pascal / Lazarus
  • Lua
  • Bench automation
  • WireGuard
  • SQL

Machine Learning · NLP

Automatic classification of open-ended answers

A BERT fine-tuning pipeline in PyTorch for multiclass classification of open-ended answers, preserving the context across questions from the same respondent — replacing manual coding with automatic classification.

  • PyTorch
  • BERT
  • NLP
  • Fine-tuning
  • Data science

Tech stack

The stack we use every day

We pick tools by the problem, not by the hype. These are the ones we run in production.

Languages

  • Python
  • JavaScript
  • TypeScript
  • C#
  • Java
  • SQL
  • Lua
  • Pascal

Back-end and APIs

  • Django / DRF
  • Node.js
  • LoopBack
  • FastAPI
  • REST
  • Celery / queues

Front-end and mobile

  • HTML5 / CSS3
  • React
  • Material UI
  • Cordova
  • Electron
  • PWA

Data

  • PostgreSQL
  • MongoDB
  • SQL Server
  • Redis
  • Pandas
  • ChromaDB

Artificial Intelligence

  • LLMs / OpenAI
  • Agents
  • MCP
  • RAG
  • PyTorch
  • Transformers
  • STT / TTS

Infrastructure

  • AWS
  • Docker
  • Linux
  • Nginx
  • CI/CD
  • WireGuard
  • Asterisk

About J1618

Software engineering with method — and hands-on with the code

J1618 is a technology company from Minas Gerais, Brazil, specialised in custom software architecture and development and artificial intelligence integration. Our focus is small businesses that need solutions made to fit the way they work, but we also serve large companies. Our technical team brings more than 15 years of experience designing, building and maintaining platforms in production, in projects for other companies — from high-volume market research data to telephony with voice AI, logistics and industrial test automation.

We design with functional programming concepts in mind — predictable, testable code that is easy to evolve. And ever since LLMs became a production tool, we have been integrating AI into real platforms: agents, voice, automation and models trained for specific domains.

What we believe in

  • Problem before technologyTools are chosen by the problem and the cost, never by the hype.
  • The people who design also codeYou talk directly to the people who design the architecture and write the code, with no middlemen.
  • Decisions backed by dataAssessment, measurement and technical decisions that are documented and justified.
  • Production is part of the jobDeployment, monitoring, documentation and handover are in scope, not extras.
  • No lock-inCode, documentation and access stay with you. Your team can operate and evolve the system.

Frequently asked questions

What people usually ask before hiring

How does software architecture consulting work?

It starts with an assessment of the current system or of the business problem. From there we deliver the solution design (components, data, integrations, infrastructure and risks) and we can lead the implementation, support your team, or both. The format adapts to the size of the project.

What does "integrating artificial intelligence" actually mean for my company?

It means putting AI where it removes a real cost or bottleneck: an agent that answers and qualifies customers, intelligent search over your documents and databases (RAG), automatic text classification, voice support, or automation that replaces repetitive manual work. We assess where the return is real and implement it with cost and quality under control.

Can you integrate the official WhatsApp API for my company?

Yes. We set up the account and number on Meta's WhatsApp Business Platform, build and maintain the infrastructure, get your team answering together through a shared inbox and add AI agents that reply to and qualify customers, connected to your systems. Details are on the WhatsApp API integration page.

Do you work with companies of any size?

Yes. Our focus is small businesses that need customised solutions, with projects that fit the budget and grow with the company. We also serve mid-sized and large companies that need architecture, modernisation or senior specialists next to the team.

Do you work remotely or on site?

We serve clients across Brazil remotely, and on site in Belo Horizonte and the metropolitan region of Minas Gerais, whenever the project calls for it.

How is the work priced?

It depends on the format: a fixed-scope project, a monthly retainer of hours for ongoing consulting, or a one-off assessment delivered as a technical report. The proposal states exactly what is included before you decide.

My system already exists and was built by someone else. Would you take it over?

Yes, that is a common scenario. We start with a technical audit of what exists (code, database, infrastructure and cost) and present the path: keep and evolve, refactor in parts, or rebuild. The recommendation comes with reasoning and numbers, not opinion.

Contact

Let's talk about your project

Tell us in a few lines what you need. Our technical team answers.