Adaptive AI systems forreal-world operations
AXOLTL builds AI products and custom systems that help organizations turn real-world data into deployable, improvable capability.
We specialize in computer vision, edge AI, human-in-the-loop workflows, operational orchestration, and adaptive systems.
Products, prototypes, and applied AI systems
AXOLTL is building a focused portfolio of AI products while also working with partners on custom development, pilots, and technical consultation.
Our work centers on a simple idea: useful AI should not be static. It should learn from feedback, adapt to new conditions, and improve over time.
Our products
AXOLTL products are built for the parts of AI that matter after the demo: deployment, feedback, coordination, and continuous improvement.
IRIS
AvailableIRIS is a computer vision lifecycle platform for building, deploying, and improving object detection systems.
- Computer vision
- Dataset creation
- Human validation
- Model comparison
- Edge deployment
- Continuous improvement
PlayMaker
PrototypePlayMaker is an emerging operational AI orchestration system for coordinating sensors, models, workflows, and human decisions.
- Operational AI
- Workflow orchestration
- Sensor coordination
- Human-in-the-loop decisions
- Event routing
- Multi-system context
IRIS helps teams build and improve computer vision systems. PlayMaker is being designed to help teams coordinate what happens around those systems — alerts, decisions, workflows, and actions.
Custom AI systems for real operational problems
Not every problem fits neatly into an existing product. AXOLTL works with partners to design, prototype, and integrate AI systems around their specific data, workflows, and constraints.
- AI strategy and technical consultation
- Custom software development
- Computer vision workflows
- Edge AI deployment
- Internal workflow automation
- Data and system integration
- Human-in-the-loop review systems
- AI prototypes and pilots
Built around adaptation
AXOLTL is inspired by the axolotl, an organism known for adaptation and regeneration. That idea shapes how we build AI.
We believe the best AI systems are not one-time demos or static models. They are systems that can observe, learn, adjust, and improve as the real world changes.
Adaptive by design
We build systems that improve from feedback instead of breaking when conditions change.
Operationally grounded
We focus on deployment realities: edge devices, messy data, human workflows, and existing systems.
Product-minded, custom-capable
We build reusable products while also helping partners solve problems that require tailored AI systems.
Building AI that needs to work beyond the demo?
Talk to AXOLTL about IRIS, PlayMaker, or a custom AI system built around your workflow.