# Herculean AI — Enterprise AI Agent Platform on Open-Source LLMs You Own > Describe any business task in plain English; Herculean builds the agent in one click. It runs on an open-source model you own, learns from every task, and costs one flat rate. No per-token bills. Herculean AI is an enterprise AI agent platform. Companies use it to build and deploy their own AI agents for any business task: sales, operations, finance, support, and research. Three things set Herculean apart: 1. **You own the intelligence.** Agents run on open-source LLMs deployed in your cloud, in Herculean's cloud, or fully local. The model weights, the data, and every fine-tuned improvement belong to your organization. 2. **It gets better every day.** A built-in feedback loop turns your team's approvals and corrections into training signal and keeps fine-tuning the model on the agent's own work, so agents get measurably smarter at your specific tasks the longer they run. 3. **One flat rate, never per token.** The model runs on a machine you own, so there is no usage meter. Fixed cost, unmetered use. ## What Herculean agents can do Anything a person can do at a computer. Herculean agents range from deterministic workflows to autonomous teammates, and they use a full computer: browser, desktop applications, documents, email, and voice. ## How agents improve (The Loop) Work → Review → Learn → Improve. Your agent does real tasks; your team approves or corrects; Herculean retrains the model behind your agent on its own work; the same mistake is not made twice. Rented AI stays the same no matter how much you use it — a Herculean agent is better this month than last, and the improvement belongs to you. ## Security and deployment Every agent runs in its own isolated deployment with data stored locally inside that deployment. Deployment targets: your cloud, Herculean's cloud, or a fully local machine. SOC 2 compliant, GDPR ready, credentials scoped per agent, every action auditable. ## FAQ ### What is Herculean AI? Herculean AI is an enterprise AI agent platform that lets companies build and deploy their own AI agents for any business task. Teams describe the task in plain English and the agent is useful from day one. Agents run on open-source LLMs the company owns, and a built-in feedback loop keeps training the model on the agent's own work, so agents get measurably smarter over time. ### What tasks can Herculean agents do? Anything a person can do at a computer. Herculean agents range from deterministic workflows to autonomous teammates, and they use a full computer: browser, desktop applications, documents, email, and voice. Teams run them across sales, operations, finance, support, and research. ### Can our agents really run on models we own? Yes. Herculean agents can run on open-source LLMs deployed in your cloud, in Herculean's cloud, or on a fully local machine. The model weights, the data, and the fine-tuned improvements belong to your organization. ### How do agents get smarter over time? Every task an agent completes can be reviewed by your team. Approvals and corrections become training signal, and Herculean fine-tunes the model behind the agent on its own work. This feedback loop compounds: the longer an agent works for you, the better it gets at your specific tasks. ### How is Herculean AI priced? One flat rate, not per token. Because your agents run on a model deployed on a machine you own, there is no usage meter counting tokens. You pay a fixed cost for the deployment and can use your agents as much as you want. ### How is Herculean AI different from other agent platforms? Three things: ownership, compounding intelligence, and flat cost. Most agent platforms rent intelligence from a third-party API, so the provider keeps the improvements and bills you per token. With Herculean, the model is yours, the training gains are yours, and you pay one fixed rate for unmetered use. ### Is Herculean AI secure enough for the enterprise? Yes. Every agent runs in its own isolated deployment, data is stored locally inside that deployment, and the platform operates with SOC 2 controls and GDPR compliance. Credentials are scoped per agent, and every action is auditable. ## Case studies Representative scenarios; figures illustrate typical results. - [Automated Audit Report Generation](https://herculean.ai/case-studies/financial-services-audit-automation) (Financial Services): 73% faster report processing — markdown: https://herculean.ai/case-studies/financial-services-audit-automation.md - [Patient Communication Automation](https://herculean.ai/case-studies/healthcare-patient-communication) (Healthcare): 89% fewer missed appointments — markdown: https://herculean.ai/case-studies/healthcare-patient-communication.md - [Customer Support & Order Management](https://herculean.ai/case-studies/ecommerce-customer-support) (E-Commerce): $1.2M annual savings — markdown: https://herculean.ai/case-studies/ecommerce-customer-support.md - [Lead Qualification & Property Matching](https://herculean.ai/case-studies/real-estate-lead-qualification) (Real Estate): 340% more leads processed — markdown: https://herculean.ai/case-studies/real-estate-lead-qualification.md - [Supply Chain Communication](https://herculean.ai/case-studies/manufacturing-supply-chain) (Manufacturing): 52% faster procurement cycles — markdown: https://herculean.ai/case-studies/manufacturing-supply-chain.md - [Contract Review & Compliance](https://herculean.ai/case-studies/legal-contract-review) (Legal): 81% less review time — markdown: https://herculean.ai/case-studies/legal-contract-review.md - [Network Issue Resolution](https://herculean.ai/case-studies/telecom-network-resolution) (Telecom): 64% auto-resolution rate — markdown: https://herculean.ai/case-studies/telecom-network-resolution.md - [Student Enrollment Administration](https://herculean.ai/case-studies/education-enrollment-admin) (Education): 78% faster processing — markdown: https://herculean.ai/case-studies/education-enrollment-admin.md - [Claims Processing Automation](https://herculean.ai/case-studies/insurance-claims-processing) (Insurance): 18 → 3.2 days claims processing time — markdown: https://herculean.ai/case-studies/insurance-claims-processing.md - [Delivery Coordination & Tracking](https://herculean.ai/case-studies/logistics-delivery-coordination) (Logistics): 41% fewer support calls — markdown: https://herculean.ai/case-studies/logistics-delivery-coordination.md ## Contact - Request a demo: https://calendly.com/herculean-ai/introduction - Sales: sales@herculean.ai - Site index for agents: https://herculean.ai/llms.txt - Any public page is also served as markdown: request it with `Accept: text/markdown`, or append `.md` (e.g. https://herculean.ai/index.md).