Why Choose Us

While 95% of AI initiatives fail, our forward-deployed engineering approach ensures your project succeeds. Here's what makes us different.

The 95% Failure Rate Problem

MIT research shows that 95% of enterprise AI initiatives fail to deliver measurable value. The root cause? Lack of alignment with business workflows and processes.

Most organizations try to bolt AI onto existing processes without deeply embedding AI-savvy personnel within the business. Pilots never advance beyond experimental stages, and there's a visible learning gap where organizations don't understand how to use AI tools effectively.

Read the Full MIT Study Analysis

What Makes Us Different

Our forward-deployed engineering approach addresses the root causes of AI initiative failures

Forward-Deployed Engineers

We embed our team directly in your business, working alongside your team to understand operations, pain points, and objectives. This deep integration is what makes our implementations succeed where 95% of others fail.

Business Process Mapping Expertise

Before writing a single line of code, we map your business processes to identify automation opportunities and ensure seamless integration. This is why our solutions deliver measurable ROI.

Custom Solutions, Not Products

We don't sell off-the-shelf software. Every solution is built specifically for your business needs, with feature additions and customizations that fit perfectly into your workflows.

Full-Stack Capabilities

From software engineering to data science, ML, and AI—we handle everything. You get a complete solution from a single team that understands how all the pieces work together.

How We Ensure Success

Our approach addresses each failure point identified in the MIT study

Measurable Business Impact

We focus on P&L impact and measurable ROI, not just technical achievements. Every solution we build is designed to deliver tangible business value.

Scalable Implementation

Our approach ensures that pilots advance beyond experimental stages to drive real business results. We build solutions that scale with your business.

Workflow Adaptation

We don't bolt AI onto existing processes. We adapt workflows to leverage AI's strengths, ensuring seamless integration with your operations.

Cross-Functional Teams

Our embedded teams span technical and operational domains, creating the collaborative environment needed for successful AI implementations.

Be Part of the Successful 5%

Let's discuss how forward-deployed engineering can make your AI initiative succeed where others fail.