Services
What we build.
Every engagement starts with your problem, not a pre-packaged solution. Here's where we create the most value.
Computer Vision & Image Detection
See what humans miss
We build systems that automate visual inspection -- not toy demos, but production pipelines processing thousands of images with real accuracy requirements.
Aris Detect
Production SaaS · Drone-based inspection
A full property inspection platform processing drone imagery with ML-powered damage detection. Real inspectors depend on it daily across Australia.
Detection
Custom YOLO models
Inference
RunPod + AWS Lambda
Collaboration
Real-time multi-user
The stack
Use Cases
- Drone-based roof and property inspection
- Manufacturing quality control and defect detection
- Agricultural crop monitoring and yield estimation
- Retail inventory and shelf analysis
- Construction site progress tracking
In practice
- 01Built Aris Detect -- a full SaaS platform processing drone imagery for property inspectors, with ML-powered damage classification deployed on GPU infrastructure
- 02Custom YOLO and MMDetection model training for domain-specific object detection
- 03Serverless inference pipelines on AWS Lambda for cost-effective scaling
AI Agents & Autonomous Systems
Systems that work while you sleep
Not chatbots -- real autonomous agents that monitor, decide, and act. Software systems that run 24/7, handling workflows that would otherwise require a human watching a screen.
Discuss this with usUse Cases
- Automated bug triage and code review
- Deployment pipeline management
- Customer inquiry routing and response
- Data processing and reporting automation
- Continuous monitoring with intelligent escalation
In practice
- 01AI agents that poll feedback systems, create Trello cards, auto-fix bugs, and submit PRs -- running autonomously around the clock
- 02Discord-integrated assistants that handle research, scheduling, and wiki maintenance
- 03Multi-agent teams that coordinate parallel development tasks
Machine Learning Engineering
From experiment to production
The gap
Between a working notebook and a production ML system is enormous. We bridge it.
GPU-native
RunPod, Lambda, AWS -- we deploy where your models actually need to run.
Full lifecycle
Training, evaluation, deployment, monitoring, retraining. Not just the fun parts.
The gap between a working notebook and a production ML system is enormous. We bridge it -- handling model training, GPU infrastructure, deployment pipelines, and the operational complexity that comes with running ML at scale.
Discuss this with usUse Cases
- Custom model training for domain-specific tasks
- GPU infrastructure setup and optimization (RunPod, Lambda, AWS)
- MLOps pipeline design and implementation
- Model evaluation, monitoring, and retraining workflows
- Transfer learning and fine-tuning for specialized datasets
In practice
- 01End-to-end MLOps pipelines with automated training, evaluation, and deployment
- 02GPU inference servers on RunPod with Docker-based deployment and SSH access
- 03Transformer and YOLO model fine-tuning for custom detection tasks
Business Process Automation
Stop paying humans to copy-paste
Most businesses have at least one process that a smart integration could eliminate entirely. We find those bottlenecks and build the automation.
What gets automated
Manual report generation from multiple data sources
Automated pipelines that compile, format, and deliver
Copy-pasting data between platforms
Webhook-driven pipelines with zero manual transfer
Waiting for someone to process incoming documents
Instant PDF extraction, classification, and routing
Use Cases
- Automated report and document generation
- PDF processing and data extraction
- Webhook pipelines connecting disparate systems
- Real-time collaboration and notification systems
- Email and communication workflow automation
In practice
- 01Automated property inspection report generation from drone data, ML analysis, and inspector notes
- 02Real-time WebSocket collaboration systems for multi-user workflows
- 03Webhook-driven pipelines that eliminate manual data transfer between platforms
Not sure which service fits?
That's exactly what the conversation is for. Tell us what's eating your time and we'll figure out the right approach together.
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