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Public AI outcome ledger

What follows public AI funding?

This outcome chain connects funding, organizations, projects, reported outputs and observed citations. Every edge requires an exact identifier and provenance evidence.

Exact identifiers onlyGaps remain visibleNo generative AI model
Data as of 15 Nov 2026, 04:23Longitudinal tracking since 13 Jul 2026Schema ki-wirkungskette.public.v1
1,170CORDIS projectsin the German AI cohort
992officially bounded actorswith a PIC or another exact source identifier
500public output evidence records500 unique records; project aggregates remain complete
994,736observed citation edgesobserved, not attributed as impact
The critical boundary

Sequence is not proof of impact

This view documents observed relations. It does not claim that funding caused an output, or that a citation proves social or economic impact.

impactScore = null
Observed chain

From funding evidence to observed reuse

The stages carry different meanings. Project and participant edges use CORDIS identifiers; research outputs connect through exact project grant identifiers.

01€1.23bn

Funding

German net EU contribution in the cohort

022,548

Participations

exact PIC-to-project relations

03501

Research outputs

exact project-to-output relations in the sample

04994,736

Citation flow

observed DOI-based edges

Project example

Inspect one chain down to its evidence

HORIZON · 101057604

Re-MEND

Building REsilience against MEntal illness during ENDocrine-sensitive life stages

Open evidence ↗
German participations3
reported outputs13
observed citation edges57

Output and citation values are project aggregates. They are not attributed to individual participants.

Source snapshots

Every input keeps its own timestamp

The projection's data date does not replace individual source dates.

15 Nov 2026, 04:23german-ai-actor-registry
15 Nov 2026, 04:17german-ai-innovation-path
20 Oct 2026, 04:38ai-patent-family-index-with-german-association-signals
14 Nov 2026, 08:17german-ai-procurement-index
14 Nov 2026, 08:17german-ai-procurement-lifecycle
15 Jul 2026, 16:18german-ai-procurement-supplier-index
01 Nov 2026, 06:17german-ai-research-to-transfer-index

Frequently asked questions

Does the ledger measure project success?
No. It documents funding, reported outputs and observed reuse. This is neither a quality judgement nor a causal impact claim.
Why are outputs not attributed to individual organizations?
The current exact link runs from the grant identifier to the project output. Without reliable author or organization identifiers, assigning an output to one project participant would be speculation.
Why are patents and procurement missing from many chains?
Both lanes appear only when an exact project- or organization-level identifier crosswalk exists. Similar names are not sufficient.
Is the chain generated with generative AI?
No. Collection, normalization, linking and presentation are deterministic. Uncertain identities remain in a separate review queue.

Want to track public AI funding with defensible evidence?

We build evidence graphs and longitudinal datasets with conservative identity rules and verifiable provenance.

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Related tools

Useful next steps

These tools cover related ground.

View all tools
IndexAI innovation pathFollow evidence-backed links from EU funding to reported research outputs—and see exactly where patents or procurement cannot yet be joined safely.IndexPublic AI actorsSearch organizations across funding, research, procurement, influence and infrastructure. Every role stays tied to its source; matching names are queued for review only.IndexAI Procurement & Supplier IndexWhich AI contracts does the public sector award, who wins, and which technology dependencies are explicitly disclosed? Procurement updates daily from TED and oeffentlichevergabe.de; suppliers use exact source IDs only.