AI Assessments
& Optimization
We get under the hood. Reviewing goals, workflows, and outputs, then delivering a practical, forward-looking plan built around a new or optimized AI stack. Actionable strategy, not slide decks.
// Go Faster with Multiplayer AI
We build AI systems designed for teams, not individuals. Humans and agents, creating side by side.
How We Cook
We are your humans in the loop, embedded with your team to think ahead and build solutions that scale.
Each engagement is staffed with a dedicated pod: senior full-stack engineers, a technical PM, and embedded design. Pods ship weekly, maintain a single prioritized backlog, and operate with high autonomy.
Our pods are self-organizing units built for speed. No handoffs between departments, no waiting on approvals from people who've never seen the codebase. The people building your product are the same people making technical decisions about it.
Each engagement is staffed with a dedicated pod: senior full-stack engineers, a technical PM, and embedded design. Pods ship weekly, maintain a single prioritized backlog, and operate with high autonomy.
Our pods are self-organizing units built for speed. No handoffs between departments, no waiting on approvals from people who've never seen the codebase. The people building your product are the same people making technical decisions about it.
What we Cook
At Gumbo, we build reliable, scalable full-stack software across AI, data, and modern platforms
We get under the hood. Reviewing goals, workflows, and outputs, then delivering a practical, forward-looking plan built around a new or optimized AI stack. Actionable strategy, not slide decks.
From wrappers to fully custom AI systems. LLM-powered agents, embeddings, vector search, NLP pipelines, and computer vision. We build for production, not demos. Real systems, real scale.
Good products start with strategy, take shape through UX and UI, and are executed cleanly. Thousands of hours shipping products that make an impact. Design with intent, built with precision.
Modern applications built end-to-end. React, Next.js, Node, Python, and cloud-native infrastructure. Fast, scalable, and built to last. Clean architecture from day one.
Production-grade data foundations. Ingestion pipelines, ETL workflows, real-time streaming, and warehouse architecture. Layered with custom models and experimentation.
Why We Cook



Software development has entered a new era. With the right combination of proven practices and modern AI tools, small, focused teams can build category-defining products with far less friction than ever before. Gumbo exists to pair world-class talent with strong product judgment and craft — creating software that is not only powerful, but genuinely impactful and beautiful.
Gumbo launched in January 2026, founded by Steve Caldwell after months of behind-the-scenes work for clients through the studio and internal skunkworks in the lab. Steve brings over a decade of experience building and scaling digital products, and has assembled a growing team of top engineers, scientists, designers, product leaders, and strategists — all with a proven track record of shipping world-class products.
Any project, any challenge, any mission. Tell us what you're cooking up and we'll bring the ingredients.