The Invisible AI: Part 4 — Arguing With a Machine: AI Accountability, Your Rights, and How to Fight Back

Reading Time: 3 minutes
, ,

When AI denies your job, housing, or healthcare — who’s responsible?
Learn your rights & how to fight algorithmic decisions.


You didn’t get the apartment. You didn’t get the job. Your insurance claim was denied — in under two seconds. And no one can tell you why, because no one with a name made that call. A machine did.

In the finale of The Invisible AI, JR D. and AI research companion Ada pull back the curtain on who is legally responsible when algorithms get it wrong — and more importantly, what you can actually do about it. Real cases. Real laws. Real steps you can take today.

Listen to the full episode below.



Episode 4 of 4 | The Invisible AI Series | AI Innovations Unleashed  

When an algorithm denies your job, your apartment, or your health insurance — and takes 1.2 seconds to do it — who is actually responsible? 

In this series finale, JR D. and AI research companion Ada close out “The Invisible AI” by tackling the accountability gap: legally, practically, and personally.  

We dig into class-action lawsuits against Cigna, Humana, and UnitedHealth Group over AI-driven claim denials, the Mobley v. Workday Inc. ruling (2025) that held AI hiring vendors directly liable for discrimination, and the SafeRent $2M+ settlement that shifted the conversation for renters. 

We break down COMPAS — the criminal risk tool at the center of ProPublica’s “Machine Bias” investigation — and explain what new laws in Colorado and the EU mean for your rights today.  

Then we get practical: how to request your data, dispute an algorithmic decision, and file a complaint that actually goes somewhere.  

Featuring Dr. Joy Buolamwini (Algorithmic Justice League, author of Unmasking AI) and Microsoft CEO Satya Nadella.  

Resources: AnnualCreditReport.com | CFPB.gov | EEOC.gov | ProPublica Machine Bias (2016) | Colorado AI Act (2024) | 

Full APA citations at AIInnovationsUnleashed.com  

Up next: “The Learning Curve: AI & the Future of Education” — March 2026 with new co-host ARIA. Episode 1: “The Teacher in the Age of AI.” 

Subscribe now.  

#AIInnovationsUnleashed #AlgorithmicAccountability #AIBias #COMPAS #KnowYourRights #TheLearningCurve

Academic Sources

  • Angwin, J., Larson, J., Mattu, S., & Kirchner, L. (2016). Machine bias. ProPublica. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing
  • Obermeyer, Z., Powers, B., Vogeli, C., & Mullainathan, S. (2019). Dissecting racial bias in an algorithm used to manage the health of populations. Science, 366(6464), 447–453. https://doi.org/10.1126/science.aax2342
  • Wilson, K., & Caliskan, A. (2024). Gender, race, and intersectional bias in resume screening via language model retrieval. University of Washington Information School. https://ischool.uw.edu

Legal Cases

  • Mobley v. Workday, Inc., 2025 WL 1424347 (N.D. Cal. May 16, 2025).
  • Hicks v. Collier, No. 2:24-CV-00126, 2024 U.S. Dist. LEXIS 241129 (S.D. Tex. Oct. 31, 2024).
  • SafeRent Solutions LLC Fair Housing Act Settlement (2024). U.S. District Court. (Settlement > $2 million).

News & Investigative Reporting

  • Bajak, F. (2023, July 25). Cigna health giant accused of improperly rejecting thousands of patient claims using an algorithm. AP News. https://apnews.com
  • ACLU. (2025, March 19). Complaint filed against Intuit and HireVue over biased AI hiring technology. ACLU Press Release. https://www.aclu.org
  • Traverse Legal. (2025, July 17). Recent lawsuits against AI companies: Beyond copyright infringement. https://www.traverselegal.com/blog/ai-litigation-beyond-copyright/
  • Quinn Emanuel. (2025, August 18). When machines discriminate: The rise of AI bias lawsuits. https://www.quinnemanuel.com
  • CPO Magazine. (2026, January 15). 2026 AI legal forecast: From innovation to compliance. https://www.cpomagazine.com

Expert & Leadership Sources

  • Buolamwini, J. (2023). Unmasking AI: My mission to protect what is human in a world of machines. Random House.
  • Buolamwini, J. (2025, February). Rubenstein Lecture, Sanford School of Public Policy, Duke University. Excerpt reported by CBC Radio (May 12, 2025). https://www.cbc.ca/radio/ideas/unmasking-ai-bias-algorithmic-justice-1.7531391
  • Boston Globe. (2024). Joy Buolamwini — Boston tech leaders. https://www.bostonglobe.com/tech-power-players/year/2024/person/joy-buolamwini-algorithmic-justice-league/
  • Nadella, S. (2026, January). Remarks at the World Economic Forum, Davos. As reported by PC Gamer (January 21, 2026). https://www.pcgamer.com

Regulatory Sources

  • European Union. (2024). Regulation (EU) 2024/1689 of the European Parliament and of the Council — the AI Act. https://eur-lex.europa.eu
  • Colorado General Assembly. (2024). Colorado Artificial Intelligence Act (SB 24-205). Effective February 2026.
  • Drata. (2026). Artificial intelligence regulations: State and federal AI laws 2026. https://drata.com/blog/artificial-intelligence-regulations-state-and-federal-ai-laws-2026
  • Fisher Phillips. (2025). Comprehensive review of AI workplace law and litigation as we enter 2025. https://www.fisherphillips.com

author avatar
The Algorithmic Detective

LEAVE A REPLY

Please enter your comment!
Please enter your name here
Captcha verification failed!
CAPTCHA user score failed. Please contact us!