Overview
Where a system we build to test a policy proves useful in its own right, we develop it into a product.
Some of our research involves building a working version of the system a policy proposal describes, so that we can test what the proposal would cost and whether it can be met in practice.
Where one of those systems proves useful in its own right, we develop it into a product and keep it running. Two of the products below were deployed under Perrin & Fidutam; Arvo is the first developed under Perrin Institution.
Our products
3 products
- In pilotArvoAn AI agent that appeals health-insurance denials for the patient.
- DeployedFidutam Digital IDSIM-card digital identity and zero-interest microloans for the unbanked.
- DeployedMaestroAn education and community platform connecting communities to learning and opportunity.
Partnerships
Pilot or integrate one of our products.
If your organisation runs a system that one of our products should work with, or you would like to pilot one, write to us with the product name in the subject line.
The evidence
The systems our products are built for.
Source: Stanford HAI, AI Index 2026, fig. 6.2.6 (FDA), April 2026 (9th edition). Redrawn from the AI Index public data, CC BY-ND 4.0. 2025 runs to September.
View the data
| Devices per year | |
|---|---|
| 2015 | 6 |
| 2016 | 18 |
| 2017 | 27 |
| 2018 | 65 |
| 2019 | 80 |
| 2020 | 114 |
| 2021 | 130 |
| 2022 | 162 |
| 2023 | 226 |
| 2024 | 235 |
| 2025 | 258 |
Source: KFF, Medicare Advantage Insurers Made Nearly 53 Million Prior Authorization Determinations in 2024, 2026-01-28. 52.8 million determinations in 2024.
View the data
| % of requests, fully or partly | |
|---|---|
| 2019 | 5.7 |
| 2020 | 5.6 |
| 2021 | 5.8 |
| 2022 | 7.4 |
| 2023 | 6.4 |
| 2024 | 7.7 |
Source: Identity Theft Resource Center, 2025 Annual Data Breach Report, January 2026.
View the data
| Compromises per year | |
|---|---|
| 2020 | 1,107 |
| 2021 | 1,859 |
| 2022 | 1,798 |
| 2023 | 3,202 |
| 2024 | 3,152 |
| 2025 | 3,322 |
Source: CMS GDPR Enforcement Tracker, Enforcement over time, Last updated 2026-09-23 (3,275 cases, EUR 7,159,322,834 total).
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| € billion per year | |
|---|---|
| 2019 | 0.09 |
| 2020 | 0.17 |
| 2021 | 0.52 |
| 2022 | 0.84 |
| 2023 | 2.09 |
| 2024 | 1.24 |
| 2025 | 1.12 |
Source: FBI Internet Crime Complaint Center, 2025 IC3 Annual Report, April 2026. Public domain.
View the data
| US$ billion | |
|---|---|
| 2020 | 4.2 |
| 2021 | 6.9 |
| 2022 | 10.3 |
| 2023 | 12.5 |
| 2024 | 16.6 |
| 2025 | 20.877 |
- All KEV additions
- Of which: known ransomware use
Source: CISA, Known Exploited Vulnerabilities Catalog, Catalog as downloaded 2026-09-24 (latest dateAdded 2026-09-22; 1,721 entries). Public domain. Counted by year added; 2026 runs to 22 September.
View the data
| All KEV additions | Of which: known ransomware use | |
|---|---|---|
| 2022 | 555 | 132 |
| 2023 | 187 | 43 |
| 2024 | 186 | 44 |
| 2025 | 245 | 31 |
| 2026 (to 22 Sep) | 237 | 27 |
