Utilising LLM Evaluators in PGF Rounds for Evaluation Cost Reduction
6/10 sections recovered · name · leaderboard description · platform metadata cover · match catalog tags · match catalog funding · leaderboard submissions · match catalog
3 fund applications (2 curated) · 1 season
This study tests whether LLMs can evaluate PGF proposals as accurately as or better than humans.
AIPublic Goods Funding public-goodsai-technologyclimate-ecologycommunity-economy
Project details match catalog
About
We are building a methodology that reads funding applications and helps decide who should get money for public good projects, instead of paying many humans to do it.
Impact
By cutting evaluation costs in public goods funding rounds, more money goes directly to climate, community, and social impact projects, helping regenerate ecosystems and support real-world change.
Progress
We designed the full research plan, selected five LLM models, defined RBTS vs averaging tests, mapped token costs, identified 5 past rounds to study, and assembled an AI and PGF-focused team.
Team
Our team combines 20+ years in IT, AI engineering expertise, blockchain and PGF experience. This research will lead us to seek consultations from human funding round evaluators to get an insight into their evaluation system.
Funding
| Sales | Venus | S+V | Match | S+V+M | Venus extras | Prize | V2+M+P | V2/S | (V2+M)/S | (V2+M+P)/S | Raised | Available | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Season 6 | $0 | $0 | $0 | $0 | $0 | $0 | $10 | $10 | — | — | — | $0 | — |
| Total | $0 | $0 | $0 | $0 | $0 | $0 | $10 | $10 | — | — | — | $0 | — |
Fund applications
| Season | Fund | Status | Applied |
|---|---|---|---|
| Season 6 | HyperDeSci fund for Open Science | submitted | 2026-03-01 |
| Season 7 | Spark DeSci Fund for Radical Researchers | curated | 2026-07-09 |
| Season 6 | FTC Fund for Public Goods | curated | 2026-03-01 |
Season totals as displayed on the platform's public accounting — not a statement of amounts paid out. V2 = Venus sales + Venus extras. The original page also broke each season down by fund drive and showed an Available (unclaimed) balance; that level of detail survives only on the preserved snapshots.
Platform page (offline): https://artizen.fund/index/p/utilising-llm-evaluators-in-public-goods-funding-pg
Leaderboard page (offline): https://artizen.fyi/projects/utilising-llm-evaluators-in-public-goods-funding-pg
Wayback: leaderboard page ↗ · Wayback: platform page ↗
Not recovered: creator, links, drives, snapshot. Sources: "snapshot" = verbatim Internet Archive page · "platform metadata" = archived artizen.fund page metadata · "leaderboard" = the artizen.fyi public accounting tables · "match catalog" = the platform's public fund-matching catalog (captured 2026-10-15, generated 2026-09-07) · "community catalog" = a June 2026 platform scrape preserved in a community repo.
Top siblings
Projects that applied to the same funds.
| Project | Shared funds | Raised | |
|---|---|---|---|
| 1. | OpenSentry Decentralizing smart contract security, bringing audit-grade protection to individuals as… | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $89,384 |
| 2. | Nitrous Oxide Rocket Engine Testing for an Open-Source Design Bible Design, test and report on injectors for an understudied propellant so amateurs & stud | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $48,820 |
| 3. | adopt a tree Building climate-smart communities by teaching kids tree planting and agroforestry skills. | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $14,777 |
| 4. | Neurodevelop: Neuromodulation for everyone Neurodevelop is a scientific and technological project that uses knowledge of human physi… | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $1,790 |
| 5. | DeSci Asia DeSci Asia: Building bridges, sharing knowledge and fostering growth for DeSci communitie… | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $796 |
| 6. | The International Artists Project Documentary First Documentary to Tell the Stories of Music Artists Born in Every Country on Earth | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $563 |
| 7. | Greenpill Network - GreenSci Support GreenPill chapters to explore local DeSci ideas or exising projects aligned with… | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $398 |
| 8. | Labour Union of Higherdimensional Shapeshifters Collaborative transmedia experience (interactive movie) inviting Artizen community to rea… | FTC Fund for Public Goods, HyperDeSci fund for Open Science, Spark DeSci Fund for Radical Researchers | $360 |
Other funds of top siblings
Solarpunk Futures Fund Bonfires Fund for Agentic Creativity Paradigm Fund for Frontier Tech Orion Fund for Living Intelligence Leverage Fund for Revolutionary Science Bright Codes Fund for Earth Hackers ODIN Fund for Decentralized Innovation Terminus Fund for Network States