endorsedOngoing

CI/CD, MLOps & DevOps Implementation for GoodMaps

Services Covered:

AI and Machine Learning • Custom Software Development

Industry

Information Technology

Duration

43 months

Budget

Confidential

Start Date

1 January 2023

Team Size

1-5 Employees

Engagement Model

Offshore

Project Capability Score (PCS)

83/100

Strong

Project Capability Score (PCS) estimates how capable Abto Software is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

GoodMaps

Louisville, United States of America

Project Summary

Abto Software implemented CI/CD and MLOps pipelines for a navigation company (GoodMaps), built a scalable Docker environment for backend and ML services, and created internal tools for model monitoring and QC. Their work was deployed to production, significantly reduced maintenance and support costs, and the team used ClickUp to maintain transparent and on-time delivery.

Key Challenges

Implement machine learning operations (MLOps).
Build CI/CD pipelines to automate complex Unity and React Native integration.
Improve security and reduce maintenance/support issues.

Project Deliverables

CI/CD pipelines integrating Unity and React Native projects
MLOps pipelines and internal ML QC tools
Scalable Docker environment for backend services and ML pipelines
Internal monitoring and QA tools for ML models

Project Solution

Abto created CI/CD pipelines to automate builds and integrations across a Unity project and a React Native mobile app, implemented MLOps pipelines, and built a scalable Docker environment for backend services and machine learning workflows. They also developed internal tools for monitoring and QC of ML models and supported deployments to production.

Project Outcome

Much of Abto's work was deployed to production.
Significant reduction in maintenance and support costs.
Improved project transparency and on-time delivery using ClickUp.

Platforms

Mobile

Tech Stack

Unity
React Native

Client Endorsement

Overall Review Rating

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“Abto Software's work has significantly reduced the client's maintenance costs and resolved support issues. The team consistently delivers on time and utilizes ClickUp to ensure an efficient and transparent workflow. Their excellent work ethic and commitment to client satisfaction are commendable.”
Charlie Meredith
CTO
Date: 03/12/2024