Production AI systems for data-intensive businesses

We work with data-intensive businesses and private equity sponsors to build AI systems that create measurable economic value.

Collinear is an AI and data engineering firm for businesses that work with high volumes of data. We identify high-leverage AI opportunities across products, workflows, and data infrastructure, then build systems that expand product capabilities and improve operational leverage.

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Services

Product builds

We build delightful AI features into user-facing products, including AI search, self-serve analytics, workflow assistants, and AI-enabled user experiences. We design and engineer products that provide the next growth opportunity for your company.

Workflow automation

We build AI workflows for document processing, analytics, customer service, field service operations, sales operations, and other high-volume business processes. We build AI workflows that increase operating leverage, freeing up employees to spend time on higher-value tasks.

AI diligence and portfolio value creation scans

We help sponsors assess AI opportunity, technical risk, data readiness, and product defensibility during diligence. For existing portfolio companies, we assess the workflows, data assets, and systems to identify the most practical AI opportunities.

Who we work with

We work with private equity sponsors and middle-market businesses with meaningfully large data estates. This includes businesses and PE sponsors in the following domains:


Vertical softwareEssential services

Healthcare servicesData and information services

Insurance and financial servicesIndustrials

Our approach

Engineering excellence

Engagements are led by senior AI engineers with experience building AI systems at enterprise scale. We bring expertise spanning data architecture, workflow automation, AI evaluations, frontend design, and product strategy.

Data-centric

Most AI problems begin as data problems. We focus on building out clean, composable data assets that can be reused in future products and workflows. We set up companies to independently build on top our systems down the road.

Outcome-oriented

We build production scale systems, not demos. Our approach is to prove out measurable value quickly, then scale systems as business need grows. If we don’t think we can show value with the systems we build, we won’t take on the project.

About us

Collinear is an applied AI and data firm with deep experience building and scaling AI systems used by thousands of enterprises. Our prior work includes product development in search, unstructured data processing, AI analytics, document processing, and workflow automation, including extensive experience building Snowflake’s AI products.

We bring a data-centric, ROI-driven perspective on the technological and organizational changes required to make AI actually work. We work with a network of senior AI and data specialists to bring the right inputs to each engagement.

Contact us

Tell us about your data and where you’re trying to take it. We’ll get back to you shortly.