AI Engineering

We design, build, and deploy scalable AI solutions integrated into real workflows, real data environments, and real operations.

How do we build solutions
to create enterprise value?

Many organizations build Al prototypes but struggle to deploy reliable systems in production. We design and implement the platforms, models, enineering infrastructure, and applications required to operate Al at enterprise scale.

Powered by Our Enablement Offerings

Proof of
Concepts (PoC)

Rapidly validate AI feasibility through PoCs that integrate leading AI solutions with ERP platforms and demonstrate measurable business outcomes & minimize risk.

MVP
Development

Build impactful ML and GenAI MVPs using modern AI frameworks, robust data pipelines, and RAG architectures to accelerate time-to-value.

Productionize
and Scale

Deploy enterprise ML and GenAI solutions with optimized performance, MLOps workflows, and governance to handle growing data and inference demands.

At Headstorm, we aim to identify use cases supported by outcomes that truly move the needle. From buying off-the-shelf solutions, building custom solutions, or creating an internal AI capability, we provide a comprehensive approach to AI & ML solutions that address specific business challenges and position our clients for success in a rapidly evolving technological landscape.

1

Proof of

Concepts (PoC)

Rapidly validate AI feasibility through PoCs that integrate leading AI solutions with ERP platforms and demonstrate measurable business outcomes & minimize risk.

Target

Replaced requirements spec with Takeoff Viewer, accelerating stakeholder alignment

Check

Validated AI detection of construction elements from plans within weeks

ROI: Reduced alignment from weeks to one demo, eliminating early-stage rework

2

MVP

Development

Build impactful ML and GenAI MVPs by leveraging cutting-edge AI frameworks, developing robust data pipelines, implementing RAG architectures, and deploying scalable AI applications that accelerate time-to-value.

Code

Delivered AI-powered Takeoff Viewer, transforming manual takeoff into supervised workflow

Stack

Built multi-modal CV pipeline optimized for high-stakes construction accuracy

ROI: Cut takeoff time significantly; estimators shifted from entry to review

3

Productionize

and Scale

Productionize and scale enterprise ML and GenAI solutions by optimizing model performance, orchestrating MLOps workflows, ensuring governance and compliance, and deploying high-availability AI platforms that seamlessly handle growing data volumes and inference demands.

Gear

Created feedback loop where estimator corrections continuously improve model accuracy

Rocket

Designed scalable system with parallel inference, automation, and seamless tool integration

ROI: Increased bid capacity without adding staff, turning takeoff into competitive advantage

AI systems should solve real problems— and deliver measurable outcomes.

Many organizations build AI prototypes but struggle
to deploy reliable systems in production. We design and implement the platforms, models, engineering infrastructure, and applications required to operate
AI at enterprise scale.

Machine Learning and Generative AI

Design and implement AI solutions tailored to specific operational and business needs.

MLOps and Deployment Pipelines

Build reliable workflows for model training, deployment, monitoring, and maintenance.

AI Platforms and Integrations

Develop internal platforms and integrate AI into existing enterprise systems.

POCs and
MVPs

Our product development services help businesses create and test new products quickly and cost-effectively. 

Powered by Proprietary Engineering Accelerators

AI Core Platform

Build the platform, data pipelines, and infrastructure to securely deploy and operate AI at scale.

Agentic Systems Engineering

Build AI agents that automate workflows, augment decisions, and integrate into core systems.

AI Modernization Engine

Deliver production-ready AI solutions fast using proven patterns and reusable components.

What This
Service Solves

Models that

never deploy

Data pipelines

that break

Infrastructure that

can’t scale

Systems that

don’t integrate

What We Build

AI Systems We Engineer

Machine learning

systems

Generative AI

solutions

Decision intelligence

systems

Prediction &

optimization engines

Automation

models

Decision intelligence

systems

Our AI Products

ML OPS

Automating and optimizing the entire lifecycle of machine learning models.

AIpilot

An engine that tackles the integration hurdles between internal business data and LLMs.

AGpilot

Transform your advisors into loyal, productive, and trusted advisors at scale

Offerings

AI is complex and requires a strategic approach. Our range of AI/ML service offerings provides a comprehensive approach to ensure you understand where and how to invest in both the short and long term.

Our comprehensive and tailored approach helps executives navigate the complexities of the AI landscape. AI is not the tool for everything. The outcomes are only justified if they are cheaper, faster, or better than current state. Through rigorous methodologies, we empower clients with knowledge and a strategic roadmap to communicate upwards to your board and downstream to your leadership teams. 

Where can AI/ML make the biggest impact in your organization and what is the ROI? These are the fundamental questions organizations need to answer to be successful. We bring an unbiased, empirical perspective to guide our clients in identifying, formulating, and validating effective AI use cases. Leveraging our expertise, we ensure that AI applications align with business objectives, delivering tangible value and minimizing risks associated with implementation.

Empower your business to enhance your digital products and services with cutting-edge Generative AI solutions. We specialize in developing, sourcing, and training machine learning models that enhance employee productivity, improve customer experiences, and drive meaningful impact across various business domains.

Ensure the seamless integration of machine learning models into your operational environment. We institute best practices and patterns for model deployment, monitoring, and optimization, enabling your organization to efficiently scale and manage AI applications throughout their lifecycle.

Executing an AI strategy that aligns with your business goals is difficult. Headstorm empowers your organization to navigate the complex landscape by helping you understand your options and their trade-offs. Choosing whether to license technology or build capabilities internally, or through external partnerships, requires planning and understanding the resources available to you. Headstorm helps you make decisions that will propel you towards your objectives. 

Case Studies

Agtech

Digitizing Farm Field Data

Headstorm created an enterprise data platform, ingesting massive datasets and enabling predictive AI insights which are transforming the ag industry.

Read More

When This Service Is Used

The Result
AI That Actually Runs Your Business

You don’t leave with a model.


You leave with a system.

 

Ready to move from prototype to production?

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