Practical AI systems

Useful AI for real organizational work.

HarnessAI builds lightweight tools that answer questions, search private knowledge, translate communication, and reduce administrative load without requiring a major software overhaul.

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Live question-answering demo

Ask HarnessAI Desk

Ask about HarnessAI, CommPilot, AI consulting, AnythingLLM, synthetic data, or practical first deployments.

Faster and cheaper, but less accurate for multilingual questions. Leave unchecked for best Spanish, French, and Haitian Creole support.
Searching the HarnessAI knowledge base and generating answer...

Answer

Detected Language: | Retrieval Query:

Systems library

Small systems. Real use cases. Room to grow.

The library shows the broader HarnessAI workshop: communication systems, public-interest tools, energy analysis, scientific modeling, and experimental AI. Some are live systems. Some are research systems. Some are simply the next useful tool waiting to be packaged.

CommPilot

Live Demo

Email-based digital front desk for intake, FAQ response, routing, and multilingual communication.

Communication

Machinery of Democracy

Public System

A public systems project focused on civic infrastructure, service access, and operational analysis.

Civic Systems

Midterm Analysis System

Public System

A public data and analysis system for understanding civic patterns over time.

Public Data

Policy Analysis System

Research

A structured environment for evaluating proposals, downstream effects, and practical tradeoffs.

Policy

Energy Analysis System

Research

Forecasting and simulation tools for energy demand, grid planning, and sustainability decisions.

Energy

Indy BioSystems LBSO

Scientific

Scientific modeling work for biological systems, synthetic biology, and research decision support.

Biological Modeling

Project Phenix

Coming Soon

Experimental work exploring localized climate modeling and sensor-informed adaptation.

Experimental