Artificial Intelligence
Empromptu Raises $2 Million To Launch Fully Self-Managing AI Context, The First Step Toward Artificial General Intelligence (AGI)
Share
Platform enables AI systems to manage, train, and improve themselves in production environments
SAN FRANCISCO, Dec. 09, 2025 (GLOBE NEWSWIRE) -- Empromptu AI, the company leading enterprises through the transition of static SaaS to self-improving AI-native applications, today announced an oversubscribed $2 million pre-seed round to accelerate development of its Self-Managing Context Engine: a breakthrough technology 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.
A New Milestone: AI That Improves Itself
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. These applications train themselves, detect and correct accuracy drift automatically, and never lose context—all accessible to users regardless of technical expertise.
This is a major step toward AGI, with production accuracy up to 98 percent. More than 2,000 businesses across SaaS, physical AI, cybersecurity, ecommerce, education, healthcare, HR, IT, and social platforms are already integrating Empromptu into their systems.
From Static SaaS to AI-Native Infrastructure
A recent MIT study estimates that 95% of AI pilots never reach production due to reliability and maintenance issues. Prototype-focused builders like Lovable, Replit, and Bolt have made prototyping easier, but they're built for simple use cases and require extensive rewrites for production.
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. Customers can deploy AI-native features in days, not months, without rewriting their core platforms.
“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 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 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.”
The Path to AGI
The path to AGI is reliability, iteration, and systems that understand their own limits. With its new Infinite Memory and Adaptive Context Engine, Empromptu enables AI that learns what to focus on, what to ignore, and how to recombine ideas. The vision is AI that reflects human cognition: able to refine context, synthesize across it, focus deeply, and imagine freely—a future where AI doesn't just think, but begins to understand.
Read Leven’s blog to learn more: https://empromptu.ai/blog/why-self-managing-context-is-the-path-to-agi
About Empromptu
Empromptu is building the platform that turns existing SaaS products into AI-native systems, software that learns, adapts, and improves itself. Founded by second-time entrepreneur Shanea Leven, Empromptu delivers enterprise-grade AI reliability and optimization for production environments, enabling companies to extend their roadmaps with AI without expanding their teams.
Media Contact:
ana@empromptu.ai
Frequently Asked Questions
What is Empromptu AI's core innovation?
Empromptu AI has developed the Self-Managing Context Engine, a breakthrough technology that allows AI features to manage, train, and improve themselves directly in production environments.
How does Empromptu AI help businesses modernize with AI?
Empromptu AI enables existing SaaS applications to become AI-native without extensive rewrites. It embeds evaluation, optimization, and observability, allowing rapid deployment of self-learning AI features tailored to custom data models.
What are the key features of Empromptu AI's latest release?
The latest release introduces Infinite Memory, an Adaptive Context Engine, and Custom Data Models. These innovations create AI tailored to specific operations, with automatic accuracy correction and continuous context retention.
First published on Thu, Dec 11, 2025
Liked what you read? That’s only the tip of the tech iceberg!
Explore our vast collection of tech articles including introductory guides, product reviews, trends and more, stay up to date with the latest news, relish thought-provoking interviews and the hottest AI blogs, and tickle your funny bone with hilarious tech memes!
Plus, get access to branded insights from industry-leading global brands through informative white papers, engaging case studies, in-depth reports, enlightening videos and exciting events and webinars.
Dive into TechDogs' treasure trove today and Know Your World of technology like never before!
Disclaimer - Reference to any specific product, software or entity does not constitute an endorsement or recommendation by TechDogs nor should any data or content published be relied upon. The views expressed by TechDogs' members and guests are their own and their appearance on our site does not imply an endorsement of them or any entity they represent. Views and opinions expressed by TechDogs' Authors are those of the Authors and do not necessarily reflect the view of TechDogs or any of its officials. While we aim to provide valuable and helpful information, some content on TechDogs' site may not have been thoroughly reviewed for every detail or aspect. We encourage users to verify any information independently where necessary.
Trending GlobeNewswire
Loyaltylion Launches AI Campaigns To Help Shopify Brands Drive More Loyalty Revenue
Overworld Unveils Real-Time Diffusion World Model For Playable, AI-Native Worlds
Intuitive.Ai Partners With Matilda Cloud To Accelerate Secure, Compliant AI And Cloud Modernization For Life Sciences
AI-First Hits Amazon Best Sellers List: The Executive Blueprint For Transformation
Activengage To Unveil AI Suite Of Products At NADA Show 2026
Join Our Newsletter
Get weekly news, engaging articles, and career tips-all free!
By subscribing to our newsletter, you're cool with our terms and conditions and agree to our Privacy Policy.
Join The Discussion