# AI Systems for Health Economics & Outcomes Research

Source: [Abundance Decision Systems](https://abundanceds.com/)

We advance AI capabilities in HEOR by developing new tools, workflows and evaluation methods.

[Contact us](https://abundanceds.com/#contact)

[Explore our approach](https://abundanceds.com/#approach)

## Approach

Diagnosis

### AI’s potential in HEOR remains largely unrealised.

AI is often applied within workflows designed for a different era, with little adaptation to its capabilities and limitations and without rigorous evaluation.

Mission

### We work to raise the quality and speed of HEOR delivery as AI capabilities advance.

We build AI workflows, redesign existing systems around AI capabilities, and develop evaluation frameworks. Our solutions are built and operated with rigorous testing and expert human oversight.

### Services

-   **Strategy and training:** advice, workshops and practical support for AI adoption
-   **Evaluation:** assessment of AI solutions in realistic HEOR environments
-   **Custom development:** AI tools and workflows, built from scratch or based on completed work samples
-   **HEOR project delivery:** end-to-end delivery using AI workflows and human expert review

## Call for collaboration

We are seeking research partners to collaborate on the development of AI workflows through replay pilots.

A replay uses the inputs and outputs of completed work as the basis for a new AI workflow. We then test the system on a separate (holdout) case and evaluate it against agreed quality criteria.

[Discuss a replay pilot](https://abundanceds.com/#contact)

## Initiatives

### Organising knowledge for AI

Today’s workspaces are designed for people. Knowledge is scattered across documents, spreadsheets and applications, making it difficult for AI agents to retrieve relevant context.

Autonomous work needs knowledge to be reorganised for machines. Graphs give agents connected information they can query, trace and act on.

More knowledge graphs

[NICE-Graph ↗](https://nice.abundanceds.com/)

[AMNOG-Graph ↗](https://amnog.abundanceds.com/)

#### [EQ-Graph](https://eq-graph.abundanceds.com/graph)

A graph of EuroQol-funded research

### HEOR Bench

Currently, AI can support HEOR work only under close human guidance and review. Greater autonomy requires evidence of which tasks AI systems can perform reliably and where human intervention remains necessary.

Rigorous evaluations are the foundation for comparing existing AI solutions and building new performant, continuously improving AI workflows.

[Read the briefing](https://abundanceds.com/evals.md)

### [Task: Extracting outcome data — HEOR Bench](https://abundanceds.com/evals#section-5)

Three source publications feed a structured record with endpoint, value, provenance and uncertainty. The record is graded one criterion at a time. Checkmarks indicate that each illustrated criterion passes; the list continues beyond the frame.

## mim devtools series

A set of open source tools for AI-native knowledge work we developed and use internally.

### [mimir](https://abundanceds.com/mim/mimir.md)

AI workspace for teams

### [mim dictate](https://abundanceds.com/mim/dictate.md)

Local voice-to-text AI

### [mim awake](https://abundanceds.com/mim/awake.md)

Keeps your computer awake while agents work

### [mim review](https://abundanceds.com/mim/review.md)

MCP for robust AI peer review

### [mim clip](https://abundanceds.com/mim/clip.md)

Encrypted clipboard history for macOS

### [mim ultra](https://abundanceds.com/mim/ultra.md)

Experimental AI-native Linux environment

## Team

### Paul Schneider

[LinkedIn](https://www.linkedin.com/in/paul--/)

### Amalie Schramm

[LinkedIn](https://www.linkedin.com/in/amalieschramm/)

### Anuja Kulkarni

[LinkedIn](https://www.linkedin.com/in/anujakulkarni98/)

### Kazik Pogoda

[LinkedIn](https://www.linkedin.com/in/kpogoda/)

### Shangshang Gu

[LinkedIn](https://www.linkedin.com/in/shangshanggu/)

### Jon Minton

[LinkedIn](https://www.linkedin.com/in/jon-minton-09480b13a/)

## Contact

We welcome enquiries about AI in HEOR, project opportunities and research collaboration.

[contact@abundanceds.com](mailto:contact@abundanceds.com)

### Street address

Lohmühlenstraße 65  
12435 Berlin, Germany

[Berlin — Lohmühlenstraße 65. Open Google Maps in a new tab.](https://www.google.com/maps/search/?api=1&query=Lohm%C3%BChlenstra%C3%9Fe+65%2C+12435+Berlin)

[© OpenStreetMap](https://www.openstreetmap.org/copyright)

## Supported by

Federal Ministry  
for Economic Affairs  
and Energy

Co-funded by the  
European Union

EXIST, from science to business

[Generator startup center](https://www.startupcenter-stuttgart.de/)

Abundance Decision Systems receives the EXIST Startup Grant from the Federal Ministry for Economic Affairs and Energy, co-funded by the European Union through the ESF Plus.