Empromptu Secures $2 Million, Debuts Fully Self-Managing AI Platform

Empromptu AI announced an oversubscribed $2 million pre-seed round to accelerate development of its Self-Managing Context Engine—a tool that allows AI features to manage, train, and improve themselves in production.

“SaaS apps shouldn’t need a rewrite to become intelligent. They should be able to modernize in place with no glue code or guesswork needed—just self-improving logic alongside Provable AI that works with your own custom data models and your context,” said Shanea Leven, founder and CEO of Empromptu. “As every company talks about incorporating AI into their business, we’re building the infrastructure that lets AI run itself safely, predictably, and profitably. This is the missing piece between today’s scripted prompts and tomorrow’s autonomous software.”

The round was led by Precursor Ventures, with participation from Alumni Ventures, Founders Edge, Rogue Women VC, South Loop, and Zeal Capital in addition to angel investor Edith Harbaugh, co-founder of LaunchDarkly.

Empromptu's latest release introduces three new innovations for the enterprise: Infinite Memory, Adaptive Context Engine, and Custom Data Models. Built on its existing proprietary AI optimization stack, the complete system enables enterprises to build custom data models from their own business context, creating AI tailored to their specific operations rather than generic solutions, according to the company.

These applications train themselves, detect and correct accuracy drift automatically, and never lose context—all accessible to users regardless of technical expertise, the company said.

Empromptu embeds evaluation, optimization, and observability directly into each AI application, making it simple to transform existing codebases into AI-native applications that self-learn.

“The next generation of intelligence won’t come from bigger models, it will come from systems that know when to narrow in and when to zoom out. That’s how we move from static prompts to software that actually learns,” said Charles Hudson, managing partner and founder of Precursor Ventures. “Empromptu AI is innovating but in a way that is actually useful to businesses immediately. Every company will eventually have an AI, but Empromptu will be the standard that helps businesses get there first.”

For more information about this news, visit https://empromptu.ai.