Software Engineering & AI Development Partner

We Make AI Simple for Your Business

Custom Software. Applied AI. Real Business Results.

Ethix is a software engineering and AI development company helping businesses turn complex ideas into reliable, production-ready technology. From custom applications and intelligent automation to cloud infrastructure and engineering solutions, we build technology that solves real problems.

Verified 5.0★ Upwork Rating • Top Rated Agency Senior-Led Engineering Delivery Production Cloud & Architecture
Engineering Partner
Complete Production Systems
Direct Senior Access
01 • Applied AI & Software
Custom SaaS, APIs, Agents & Vision

Full-stack software platforms, RAG systems, multimodal pipelines, and workflow agents built around your operations.

02 • Infrastructure & Data
Cloud Architecture, DevOps & Optimization

GCP, AWS, and Azure infrastructure, Terraform, CI/CD, data pipelines, and mathematical decision systems.

03 • Engineering & Rescue
BIM Automation & Project Modernization

Revit plugins, model validation, QA/QC automation, and rescuing stalled or complex software systems.

Startups • Mid-Market • Enterprise All 6 capabilities
What We Do

Six engineering capabilities built for real business impact

We solve difficult technical problems, build complete production systems, rescue struggling software projects, and take ownership of engineering delivery.

01

AI & Machine Learning

Eliminate manual knowledge bottlenecks, automate complex document and visual analysis, and turn unstructured operational data into reliable decisions.

  • AI agents & multi-step intelligent automation
  • LLM applications & grounded RAG knowledge systems
  • Computer vision, OCR & predictive analytics
02

Custom Software Development

Launch commercial products, replace fragile legacy software, or rescue stalled builds with clean, maintainable full-stack engineering.

  • Multi-tenant SaaS platforms & web applications
  • Complex backend systems & high-throughput APIs
  • Software rescue, refactoring & modernization
03

Cloud & DevOps

Prevent downtime, deployment bottlenecks, and runaway cloud spend with resilient, automated infrastructure across GCP, AWS, and Azure.

  • Google Cloud, AWS & Azure architecture
  • Kubernetes, Cloud Run, Docker & Terraform IaC
  • CI/CD pipelines, observability & MLOps
04

Business Automation

Connect disconnected tools and eliminate repetitive manual coordination across sales, service delivery, billing, and internal operations.

  • Custom CRM development & operational portals
  • Third-party API, ERP & payment integrations
  • End-to-end workflow & back-office automation
05

Engineering & BIM Automation

Accelerate AEC production and eliminate costly drawing errors with custom Revit plugins, automated model QA/QC, and CAD-to-BIM workflows.

  • Custom Revit plugins & CAD/BIM add-ins
  • Automated QA/QC & BIM standards validation
  • PDF/CAD to native Revit conversion workflows
06

Data Engineering & Optimization

Turn fragmented data into clean analytical pipelines, mathematical optimization models, and decision-support systems for resource allocation.

  • Scalable ETL/ELT pipelines & data warehouses
  • Mathematical optimization & scheduling engines
  • Executive analytics & decision-support systems
Featured Work

Production systems delivered across industries

Every project starts with a real operational or technical challenge and ends with working, maintainable software in production.

Road Construction Site Analyzer
Computer Vision & Geospatial AI

Road Construction Site Analyzer

Satellite analysis pipeline for infrastructure teams requiring accurate road-surface area estimates from occluded imagery.

Challenge: Shadows, foliage, and occlusions made satellite area measurements unreliable.
Approach: Combined SAM2 segmentation with multimodal reasoning to recover occluded road segments.
Delivered & Result: Automated segmentation workflow that reduced area detection error by 33.7%.
SAM2 Multimodal AI Python Geospatial
RAG & Knowledge Systems

Enterprise Document & Knowledge Assistant

Production retrieval system enabling operational teams to query complex PDFs with grounded answers and audit history.

Challenge: Critical procedures and answers were buried across large internal PDF repositories.
Approach: Built document ingestion, Gemini embeddings, vector indexing, and persistent session tracking.
Delivered & Result: Containerized web application on Cloud Run delivering fast, consistent self-serve Q&A.
Django Gemini FAISS Cloud Run
BIM & Engineering QA/QC Automation
BIM & Engineering Automation

Revit Model Validation & CAD-to-BIM

Engineering software and assisted BIM workflows for architecture and construction teams working under strict template standards.

Challenge: Manual CAD-to-Revit conversion and drawing QA/QC checks slowed down project delivery.
Approach: Combined custom Revit automation, template validation rules, and structured engineer review.
Delivered & Result: Native Revit deliverables, automated model-health checks, and documented QA reports.
Revit API BIM QA/QC C# / .NET Python
Healthcare Technology

Clinical Documentation & Voice Intelligence

Audio transcription, speaker separation, and structured clinical note generation built to reduce provider administrative load.

Challenge: Clinicians spent excessive time converting patient visits and calls into structured records.
Approach: Engineered multi-speaker speech-to-text, clinical summarization, and action-item extraction.
Delivered & Result: End-to-end documentation platform producing review-ready summaries and follow-up tasks.
FastAPI Django Speech-to-Text GCP
Custom SaaS & Media Pipeline

SceneState AI Property Platform

Automated media-generation platform turning raw property assets into polished, repeatable virtual tour showcases.

Challenge: Property teams needed high-quality listing tours without slow manual video editing.
Approach: Built a cloud media pipeline with automated highlight selection and tour sequencing.
Delivered & Result: Repeatable SaaS workflow for generating export-ready real estate showcases at scale.
GenAI Media Pipelines Docker GCP
Image Semantic Search Platform
Search & Data Engineering

Visual Product Discovery Engine

Embedding-based visual search application allowing users to find catalog items directly from uploaded photos.

Challenge: Keyword search failed when buyers had reference photos but lacked exact product terms.
Approach: Implemented deep visual feature extraction (VGG19 embeddings) and fast vector similarity ranking.
Delivered & Result: Responsive web search interface and scalable retrieval backend matching visual queries in real time.
Python Django VGG19 Vector Search
Why Ethix

Strong engineering expertise combined with practical business understanding

Companies choose Ethix when they need a serious technical partner—not a generic outsourcing shop. We take ownership of architecture, execution, and long-term maintainability.

Our Differentiation

Whether launching a new platform, integrating applied AI into existing operations, or rescuing a struggling software project, our senior engineers stay directly accountable from architecture through production scale.

Deep Technical Expertise

Full-stack software engineering, applied AI/ML, cloud infrastructure, data pipelines, and CAD/BIM automation under one roof.

Business-First Problem-Solving

We align on operational constraints, ROI, and workflow owners before writing code—recommending the simplest architecture that works.

Senior Engineering Oversight

Every engagement is led by senior architects and engineers who review code, validate edge cases, and protect system quality.

Production-Ready Architecture

Security boundaries, automated testing, CI/CD, observability, and cost controls are built in from the start—not bolted on later.

Transparent Communication

Direct Slack/Teams access, weekly working demos, clear pull requests, and early risk escalation with zero black-box development.

Ownership & Long-Term Partnership

We take full accountability for delivery and provide thorough documentation, runbooks, and ongoing technical support as you scale.

How We Work

A clear, four-stage delivery process

Structured engineering execution from initial discovery and architecture to milestone builds and long-term scale.

  1. Stage 1
    01

    Discover

    Understand the business and technical challenges, operational workflows, data constraints, and measurable success criteria.

    Deliverable: Technical assessment, problem scope & success metrics
  2. Stage 2
    02

    Architect

    Define the technical approach, system architecture, data models, security boundaries, scope, and delivery milestones.

    Deliverable: System design, milestone roadmap & clear specification
  3. Stage 3
    03

    Build

    Deliver working software through measurable milestones with weekly demonstrations, automated tests, and continuous review.

    Deliverable: Tested production increments, PRs & weekly demos
  4. Stage 4
    04

    Scale

    Deploy, improve, maintain, and support the solution with full observability, documentation, and team handoff.

    Deliverable: Production release, runbooks, monitoring & support
Testimonials & Verified Reputation

Trusted by clients for communication and execution

Authentic feedback from client engagements and verified 5.0-star reviews on Upwork.

View Verified Upwork Profile (5.0★)

“Very talented and responsive. Could build any feature and resolve any bug in a timely manner.”

Client review
Upwork
Construction & real estate

“Communication has been great. You all excel at that and I appreciate it a lot.”

Client feedback
Message excerpt
Gaming & interactive products

“We have tons of work, and very happy with what you’ve done.”

Ongoing engagement
Client message
Voice AI & call automation
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Let's Build Something That Works.

Have a challenging software project, an AI opportunity, or an engineering problem to solve? Let's discuss how Ethix can help.

Direct technical consultation with senior engineers
Clear architectural recommendations and scoped milestones
Flexible engagement models: discovery sprints, milestone builds, or dedicated teams

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