🧏♀️🤖 My 2025 LinkedIn Rewind (by Coauthor.studio)
- Tim Scannell
- 1 day ago
- 2 min read

Happy New Year.2025 was the year I kept asking one question:
If AI claims to understand sign language, who is accountable when it fails?
I am not an AI developer or engineer. My role is to evaluate whether accessibility actually works for Deaf and BSL users, especially when AI is introduced into high-risk settings.
This year, I saw real progress.
I also saw serious gaps.
Key moments in 2025:
Started as Accessibility Consultant at PN Inclusion (July 2025)
Achieved AI Skills 4 Accessibility certification (September 2025)
Published a Summary Report: 13 points for ethical sign-language AI
Released an Ethical AI–BSL Checklist for organisations
What I challenged:
In May, I publicly challenged AI companies for:
Repeated sign-language errors
Lack of transparency
Silencing or sidelining the Deaf community's feedback
I raised a warning I called “Digital Milan” — the risk that modern AI repeats the exclusion of sign languages that began in 1880.
Throughout the year, I consistently opposed deploying immature sign-language AI in high-risk settings:
Courts
Hospitals
Classrooms
AI can support accessibility. It must not replace qualified human interpreters where lives, rights, and legal outcomes are at stake.
What I produced:
Summary Report on AI & Sign Language Technology
Ethical AI–BSL Checklist
A proposed Deaf-led certification and governance framework for sign-language AI (including SignAI™ as a case example)
BSL teaching content and public presentations
(Note: SignAI™ is a trademark of its respective owner. My work proposes Deaf-led standards for consideration — not ownership or control.)
One message stayed constant:
“If the Deaf community isn’t leading the work, it’s not accessibility. It’s appropriation.”
My asks for 2026:
Deaf-led audits before any sign-language AI procurement
Human-in-the-loop for all high-risk communication
Pay Deaf contributors — no extractive data practices
Transparent processes and genuine community feedback
Read the Summary
Why AI must meet human standards:https://www.linkedin.com/feed/update/urn:li:activity:7336026120334573568/
If your organisation is building or procuring sign-language AI, let’s talk.
Deaf-led accessibility isn’t optional — it’s the foundation.
Peace, collaboration, and progress for 2026.
