GCRI
Innovation and technological change
Technologies converge faster than institutions can evaluate them. AI meets biotechnology, computing meets the grid, satellites meet insurance. The same convergence creates capability and exposure at once. The Global Centre for Risk and Innovation (GCRI) helps countries assess, test and adopt technology on evidence, not promise. Start with converging technologies or the frontier technology guide.
The workspace for innovation and technological change.
Innovation pipeline
GCRI · Stage gates · Example interface, not a record
By readiness level
Readiness criteria
pilot vs gate
Pilot issues
- I-1Data licence for pilot siteTo check1 d
- I-2Observer protocol signedDone6 d
GCRI · Innovation pipeline. Innovation pipeline: example names and illustrative values, not a record.
The same technology can strengthen a system and expose it.
Capability and productivity
Better forecasting, earlier detection, resilient design, new industries and public services that reach more people.
Dependence and new failure
Concentration on a few providers, software supply chains, energy and water demand, misuse and failures that spread through shared platforms.
The capacity to decide
Ministries, regulators and operators need evidence on readiness and limits before they adopt, procure or govern a technology.
The governance instruments that now shape how frontier technology is adopted.
| Instrument | Body and date | What it sets |
|---|---|---|
| Artificial Intelligence Act | European Union, Regulation 2024/1689, applying in phases from 2025 | Risk-based obligations for AI systems and general-purpose AI models placed on the EU market |
| Framework Convention on AI and Human Rights, Democracy and the Rule of Law | Council of Europe, opened for signature in 2024 | The first binding international treaty on AI, for its parties |
| Recommendation on AI | OECD, 2019, revised 2024 | Principles adopted by member and adherent governments |
| Recommendation on the Ethics of AI | UNESCO, 2021 | Values and policy areas for all UNESCO member states |
| Post-quantum cryptography standards | NIST, 2024 | Algorithms for the migration away from vulnerable public-key schemes |
| Guidance framework for the responsible use of the life sciences | WHO, 2022 | Biorisk management across research and innovation |
These are cited as the frame institutions work in. GCRI interprets none of them for a client and claims conformity with none.
Assessment, testing and country capability, feeding the Exponential Technology series.
GCRI assesses technology claims, tests in controlled settings through Labs and helps countries build the capability to adopt technology on evidence. It funds no ventures and approves no products. Findings are designed for the Exponential Technology series and test results for the Labs Evidence series. Software and models would carry bills of materials and model cards under NS-12 of the proposed Nexus Standards. Researchers and providers can contribute evaluation protocols, negative test results and field evidence of adoption.
From claims about technology to evidence about it.
- 01
Explain
Plain descriptions of what a technology does, its maturity and its dependencies, in the frontier technology guide.
- 02
Assess
Readiness, validation and capability claims examined against stated evidence, described under technology assessment.
- 03
Test
Controlled experiments and testbeds through Labs, where results are recorded with their method and limits. Testing is not accreditation.
- 04
Apply
Technology linked to productive capacity, health and public services, under science for economic and social development.
Governance and finance perspectives sit with the other pillars.
Principles for safe, rights-respecting use are on responsible technology. The Global Risks Forum (GRF) examines how institutions govern digital systems and AI under digital and AI governance. The Global Risks Alliance (GRA) examines what technology change means for financial institutions under financial technology and transformation.
GCRI does not endorse products or vendors, and no assessment is a certification or an approval for use.
Where this page’s references lead.
The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.
- Regulation (EU) 2024/1689, the Artificial Intelligence Act
- Council of Europe Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law (CETS No. 225, 2024)
- OECD Recommendation of the Council on Artificial Intelligence (2019, revised 2024)
- UNESCO Recommendation on the Ethics of Artificial Intelligence (UNESCO, 2021)
- NIST FIPS 203, 204 and 205, post-quantum cryptography standards (NIST, 2024)
- WHO Global guidance framework for the responsible use of the life sciences (WHO, 2022)
- NS-12, Software, model and AI/ML artefacts, a proposed standard
Pages in Innovation and technological change.
Questions and answers.
Does GCRI build technology?
Can a company have its product assessed?
Which technologies are covered?
How does this relate to the Reports programme?
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