Promptoast

Warm intelligence for real-world systems.

Promptoast helps businesses use AI well. Whether you're starting from scratch, fixing a deployment that isn't working, or building something custom, we design and build the systems that get you there.

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A studio for the AI work that actually has to ship.

From strategy to system to surface. The full path of getting AI into production.

1.
General AI consulting
The starting point for most engagements. Companies come to us with an AI idea and no clear path to ship it, or a deployment that is misbehaving. We diagnose, design, and build.
2.
AI evaluation and red teaming
Stress-testing models against the failure modes that show up in production but never in demos.
3.
Automation, data pipelines, and infrastructure
Connecting language models to the systems a business actually runs on.
4.
Voice agents and conversational AI
Voice agents that hold real phone conversations at scale. For research, outreach, qualification, or live data collection.
5.
Brand, design, and AI-native interface
When the AI needs a face. Landing pages, dashboards, brand systems, marketing for AI products.
6.
Research projects and AI investigations
Original AI-built investigations like Petal Price. Useful for brands and journalists looking for PR-driven launches.

An AI studio with an operator's mindset.

Promptoast is an AI systems studio focused on conversational infrastructure, operational intelligence, and AI evaluation. We work with teams that want AI to do real work in their business, not just appear in a slide.

The studio brings together AI specialists, engineers, and designers who handle brand, marketing, and interface work. Founded by Nick Houston, who previously worked at Microsoft on AI prompting, evaluation, and responsible AI systems. Past project experience includes Airbnb, Vail Resorts, Disney, and Lactaid.

Promptoast is an independent, Black-owned studio. We take on a limited number of engagements at a time so the work stays good.

Recent experiments.

Some of what we have shipped lately. Real questions, real data, real recordings.

Have an AI project in mind?

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Tell us where you are with AI right now.

We'll tell you if we can help. New engagements, press, and partnerships welcome. Response within 24 hours.

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