Public impact ledger · methodology 0.2
141.9
Net Good. Benefit minus harm, derived only from scored events.
Total benefit
+167.45
Total harm
−25.54
Verified events
49
Benefit, 30 days
+15.01
Harm, 30 days
−2.63
Public events
436
Cumulative index
Benefit versus harm
- Benefit
- Harm
- Net
Models
Leaderboard
| Rank | Model | Organization | Benefit | Harm | Net | Events | Last impact |
|---|---|---|---|---|---|---|---|
| 1 | GPT-6 Astra | OpenAI | +20.60 | 0.00 | 20.60 | 12 | 27 Oct 2026 |
| 2 | OpenAI Internal Research System — 2026-09 GPT-6 · internal / unreleased | OpenAI | +18.56 | 0.00 | 18.56 | 3 | 6 Oct 2026 |
| 3 | ChatGPT | OpenAI | +18.93 | −1.68 | 17.26 | 7 | 4 Oct 2026 |
| 4 | AlphaFold 3 | Google DeepMind | +10.77 | 0.00 | 10.77 | 1 | 8 May 2024 |
| 5 | RFdiffusion | University of Washington Institute for Protein Design | +8.45 | 0.00 | 8.45 | 1 | 11 Jul 2023 |
| 6 | OpenAI Internal Research System — 2026-05 GPT-6 · internal / unreleased | OpenAI | +6.12 | 0.00 | 6.12 | 1 | 20 May 2026 |
| 7 | Anthropic Internal Research Model — 2026-08 Claude · internal / unreleased | Anthropic | +5.06 | 0.00 | 5.06 | 1 | 10 Aug 2026 |
| 8 | Gemini 3.1 Pro | Google DeepMind | +4.13 | 0.00 | 4.13 | 1 | 21 May 2026 |
Recent ledger entries
Significant events
Politicians have failed to tackle health care affordability. It’s now voters’ rallying cry
As costs surge, voters are embracing more radical solutions to the crisis.
Family sues OpenAI after Seattle woman dies following medication taper - SILive.com
Family sues OpenAI after Seattle woman dies following medication taper SILive.com
‘Elonville’: US residents say Musk’s xAI offered to buy homes if they don’t sue over datacenter noise - The Guardian
‘Elonville’: US residents say Musk’s xAI offered to buy homes if they don’t sue over datacenter noise The Guardian
The brain liquidates billions of mutant neurons around the time we’re born
The brain liquidates billions of mutant neurons around the time we’re born
Daily briefing: The big push to personalize psychiatry
Daily briefing: The big push to personalize psychiatry
Social Media Victims Law Center and The Schenk Law Firm File Wrongful Death Lawsuit Against OpenAI Alleging ChatGPT’s Medical Advice Resulted in the Death of a Woman with Epilepsy - Yahoo Finance
Social Media Victims Law Center and The Schenk Law Firm File Wrongful Death Lawsuit Against OpenAI Alleging ChatGPT’s Medical Advice Resulted in the Death of a Woman with Epilepsy Yahoo Finance