PRODUCT
Accurate AI for automation
PromptQL learns and codifies the unique language of your business into a form that LLMs can understand and execute deterministically. It functions like a staff-level engineer that your employees or customers can rely on.
Natural Language Programming
Business Logic Automation
Convert business rules into precise, executable programs
How PromptQL Delivers
Captures business context with sufficient fidelity for non-technical users to create precise programs using natural language. Includes input/output contract management and logic verification without programming expertise.
"Update the patient appointment scheduling algorithm for Hospital X, per the following business rules..."
Enterprise Grade
Full SDLC for Non-Technical Users
Enterprise software development lifecycle without coding expertise
How PromptQL Delivers
First-ever SDLC designed for non-technical users — business stakeholders can test, stage, QA, and ship automations through familiar approval workflows. PromptQL plans compile to executable code, enabling seamless integration with your existing CI/CD infrastructure regardless of complexity, while keeping all technical details invisible to end users.
"Business users can review → approve → deploy → modify automations through familiar workflows, while PromptQL handles the technical complexity behind the scenes"
Full-Stack Generation
Generative Applications
Build complete apps with your design language
How PromptQL Delivers
Non-technical users build and iterate on enterprise-grade applications with repeatability and fidelity. Apps are generated using your organization's specific UI components and design language for consistent user experiences.
"Generate an onboarding app that helps me check users in, collecting profile information if they're new to our database."
Production Ready
Data Pipeline Automation
Foolproof production-grade data operations
How PromptQL Delivers
Built-in primitives for bulk data operations, scheduling, and state management make it foolproof to ship production-grade pipelines. Long-running programs are automatically resilient and observable, designed for non-technical users to maintain and troubleshoot easily.
"Extract project IDs from Zendesk support tickets, validate against our database, store ticket-project relationships. Run this every night."
The Solution
For your org, ACME, PromptQL helps you build AcmeQL, a language that an LLM can use to plan, reason and act with the level of reliability you can expect from an analyst or engineer on staff.
PromptQL is an AI platform that continuously adapts LLMs to your domain by capturing and encoding the proprietary know-how into a planning language the LLM can understand and generate.
The planning language incorporates terminology, processes and a semantic graph of data and tools.
Importantly, this generated language can be compiled into precise machine executable code that can run deterministically and hence handle arbitrarily large amounts of data and complex plans without LLM context limitations.
QUESTION / TASK
[From a business or customer]
FOUNDATIONAL LLM
“ACMEQL”
“ACMEQL” LLM: A specialized model fine-tuned on your org’s semantics and data based on in-context learning – enabling accurate, context-aware reasoning.
“ACMEQL” SEMANTIC GRAPH
“ACMEQL” Semantic Graph: A dynamic semantic model that captures your unique business concepts, entities, and logic and acts as a contextual brain for the LLM.
“ACMEQL” PLAN
“ACMEQL” Plan: A structured, multi-step execution plan with human-like reasoning
PROMPTQL LEARNING LAYER
PromptQL Learning Layer: Continuously learns from user behavior and data changes to evolve the semantic graph—no manual tagging required.
PROMPTQL RUNTIME
PromptQL Runtime: Programmatically runs the plan, with structured memory outside LLM context.
AI Platform
PROMPTQL FEDERATION
PromptQL Distributed Query Engine: Federates data across multiple data sources with governance and access control policies automatically enforced.
MCP
UNSTRUCTURED DATA
SAAS
APIs
WEB
STRUCTURED DATA