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Technology

Is the lead real, large and durable?

30+ years turning pixels into structured knowledge, with exact tables, correct figures and the layout preserved, even for handwriting and poor scans. Deterministic: recognition, not guessing.

The proof

1st place at DocVQA 2026

Task 1, General Category, competing with models from Google, OpenAI, Anthropic and Alibaba.

1st
place overall
7/8
categories won
60%
accuracy, vs. 37.5% for the best frontier model alone
13.75
percentage points ahead of second place
DocVQA document categories: business reports, engineering drawings, maps, comics, slides, infographics
DocVQA 2026 spans documents of every kind, including reports, engineering drawings, maps, comics, posters, slides, infographics.
The vocabulary

Our terms, briefly explained.

You will come across these names at PLANET AI. From top to bottom: what you use, the technology behind it, what it adds up to, and what connects it all.

What you use

JAIDE

The AI colleagues

A Knowledge Worker that takes over a process and gives back a result.

IDA

Intelligent Document Analysis

Reads and analyses every document.

The technology behind it

PerceptionMatrix

Patented recognition technology · US patent 10,133,965 B2

Reads even difficult and handwritten scripts. It is the patented core inside IDA and the foundation of its recognition quality. Patent · Technology brief (PDF)

DCA

Distributed Cognitive Architecture

Agentic flows with teamwork, memory, convergence and learning.

What it adds up to

Luna

The reasoning platform

IDA + DCA for deep multimodal reasoning over documents (see DocVQA).

AI University

The training ground

Where the AI agents are trained. Every human correction feeds back into a better model.

What connects it all

PLANETBRAIN

The AI ecosystem

PLANET's ecosystem over technology and platforms.

Competition record

30 years of awards in international competitions.

  1. 2026 ICDAR · DocVQA 2026Multimodal reasoning over documents in multiple domains, task 1: general category First place ICDAR · DocVQA 2026
  2. 2020 CorporateLiveWire Innovation & Excellence AwardsMost Innovative AI Technology Award winner CorporateLiveWire Innovation & Excellence Awards 2020
  3. 2019 ICDAR · cBADCompetition on baseline detection First place ICDAR · cBAD 2019
  4. 2017 ICDAR · IEHHRInformation extraction in historical handwritten records, task 2: segmented lines First place ICDAR · IEHHR 2017
  5. 2017 ICDAR · HisDoc LayoutLayout analysis for challenging medieval manuscripts, task 2: baseline extraction First place ICDAR · HisDoc Layout 2017
  6. 2017 ICDAR · HisDoc LayoutLayout analysis for challenging medieval manuscripts, task 3: line segmentation First place ICDAR · HisDoc Layout 2017
  7. 2015 ICDAR · Keyword SpottingKeyword spotting for handwritten documents, training-based track First place ICDAR · Keyword Spotting 2015
  8. 2015 ICDAR · HTRtSHandwritten text recognition on the tranScriptorium dataset, restricted track First place ICDAR · HTRtS 2015
  9. 2014 ICFHR · HTRtSHandwritten text recognition on tranScriptorium datasets, restricted track First place ICFHR · HTRtS 2014
  10. 2014 ICFHR · ANWRESHWord recognition from segmented historical documents First place ICFHR · ANWRESH 2014

Plus Best Paper Award ICDAR 2021 and analyst listings (Top 10/20 Solution Provider).

Research

30 years of peer-reviewed work, and the network behind it.

Publications

All publications →

Research projects

  • SPOC-AI 2024 · LLM & multi-agent document workflows
  • KI-DERA 2026 · explainable AI for dementia diagnostics
  • NewsEye 2019 · historical newspapers & handwriting (EU)
  • READ 2016 · European handwritten heritage 1500 to 1800 (EU Horizon 2020)

All projects →

Research partners

  • University of Rostock (CITlab) · Fraunhofer IGD
  • Leibniz IOW · DZNE · Max Planck Institute for Plasma Physics
  • University Medicine Rostock and Greifswald · Charité · RWTH Aachen University Hospital · University of Lübeck
  • Univ. Valencia · Innsbruck · Helsinki · Edinburgh
  • National archives FI · NO · SE · national libraries FR · AT
  • Conference home: ICDAR · CVC Barcelona
Platforms

IDA reads. Luna reasons.

IDA · the reading platform: OCR, classification, extraction, understanding. In production for years, and the foundation the AI colleagues stand on.

Luna · the agent and reasoning platform that carries the JAIDE Knowledge Workers.