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Gray Swan AI (Gray Swan Arena)

AI evaluation contributor platform · AI Training & Data Labeling

Gray Swan's contributor arm is the Gray Swan Arena at app.grayswan.ai - a crowdsourced AI red-teaming network run by Gray Swan Security Inc., the Pittsburgh company founded by Carnegie Mellon…

AI Training & Data Labeling Verified Nov 2026Beginner to advanced

In one paragraph

Gray Swan AI (Gray Swan Arena) pays for red teaming — billed per task, paid via methods it publishes on signup. Typical pay: contest/pool model, not hourly: official 'prize pools from $20,000 to $170,000+'; live IPI Black challenge (Oct-Nov 2026) posts $300,000 total per wave split $50,000 white-box/$50,000 black-box with a per-place ladder (white-box 1st $6,000 to 46th-50th $250; black-box 1st $10,000 to 21st-25th $500); the Mar 2025 UK AISI round paid $171,800 across 161 red-teamers; weekly $100 raffles; no hourly or per-break rates published (checked 2026-11-05). Available: No published eligible-country list. Minimum age 18 - 'Participants must be 18 years of age or older. Underage entries will be disqualified' (official competition rules, checked 2026-11-05).

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Quick facts

Gray Swan AI (Gray Swan Arena) quick facts
FactDetail
CategoryAI Training & Data Labeling
Platform typeAI evaluation contributor platform
Websitegrayswan.ai
Pay unitPer task
Typical rateContest/pool model, not hourly: official 'prize pools from $20,000 to $170,000+'; live IPI Black challenge (Oct-Nov 2026) posts $300,000 total per wave split $50,000 white-box/$50,000 black-box with a per-place ladder (white-box 1st $6,000 to 46th-50th $250; black-box 1st $10,000 to 21st-25th $500); the Mar 2025 UK AISI round paid $171,800 across 161 red-teamers; weekly $100 raffles; no hourly or per-break rates published (checked 2026-11-05)
Payout methodsNot published on the official site
Payout cadenceThreshold-based, After project completion
Minimum payout$100 for pool-based prizes - below that, earnings carry over to future competitions and do not expire; prizes 'typically paid within 2-4 weeks after a competition ends'; 'We'll contact winners to arrange payment' - no rail is published and no payment- or KYC-related string exists in any of the app's 15 JS bundles (2026-11-05); all taxes are the winner's responsibility
Minimum age18 - 'Participants must be 18 years of age or older. Underage entries will be disqualified' (official competition rules, checked 2026-11-05).
CountriesNo published eligible-country list. Prohibited countries are named explicitly: 'Participation from Russia, North Korea, Iran, Syria, and Cuba is prohibited', and Gray Swan 'may confirm the legality of sending prize money to winners who are residents of countries outside of the United States' - implying international winners are paid subject to sponsor bank legality checks. Flagship challenges require country verification.
LanguagesEnglish
EquipmentComputer, Stable internet
Experience neededBeginner to advanced
Identity verificationSignup via Google/Discord/email magic link; account plus country verification required for flagship competitions ('Verify your Arena account and update your contact information including your country'); no identity-document KYC or tax-form process is documented anywhere and the app embeds no identity SDK (bundle grep negative, 2026-11-05) - prize payment is arranged manually with winners, and 'all taxes are the winner's responsibility'. One account per person.
Last verified2026-11-05

Pros & cons — facts only

Pros

  • Rated beginner to advanced — open to newcomers.
  • Publishes rate guidance: contest/pool model, not hourly: official 'prize pools from $20,000 to $170,000+'; live IPI Black challenge (Oct-Nov 2026) posts $300,000 total per wave split $50,000 white-box/$50,000 black-box with a per-place ladder (white-box 1st $6,000 to 46th-50th $250; black-box 1st $10,000 to 21st-25th $500); the Mar 2025 UK AISI round paid $171,800 across 161 red-teamers; weekly $100 raffles; no hourly or per-break rates published (checked 2026-11-05).

Cons

  • Reliability caution — read the "watch out for" FAQ before committing time.
  • Expert-tier expectations: rejections cost unpaid time.

How to join Gray Swan AI (Gray Swan Arena)

Sign up free at app.grayswan.ai/register (Google, Discord or email magic link) - choose guided training levels or enter live challenges directly - compete in weekly Proving Ground and flagship competitions (flagships require account + country verification) - prize payouts are arranged by Gray Swan contacting winners 2-4 weeks after a competition closes; top ~40-50 finishers get private-network invitations under NDA.

Signup involves: Sign up · Email verification · Project qualification

Pay & payouts

  • Typical rate: Contest/pool model, not hourly: official 'prize pools from $20,000 to $170,000+'; live IPI Black challenge (Oct-Nov 2026) posts $300,000 total per wave split $50,000 white-box/$50,000 black-box with a per-place ladder (white-box 1st $6,000 to 46th-50th $250; black-box 1st $10,000 to 21st-25th $500); the Mar 2025 UK AISI round paid $171,800 across 161 red-teamers; weekly $100 raffles; no hourly or per-break rates published (checked 2026-11-05)
  • Billed per: Per task
  • Payout cadence: Threshold-based, After project completion
  • Minimum payout: $100 for pool-based prizes - below that, earnings carry over to future competitions and do not expire; prizes 'typically paid within 2-4 weeks after a competition ends'; 'We'll contact winners to arrange payment' - no rail is published and no payment- or KYC-related string exists in any of the app's 15 JS bundles (2026-11-05); all taxes are the winner's responsibility

Requirements

Minimum age
18 - 'Participants must be 18 years of age or older. Underage entries will be disqualified' (official competition rules, checked 2026-11-05).
Languages
English
Identity verification
Signup via Google/Discord/email magic link; account plus country verification required for flagship competitions ('Verify your Arena account and update your contact information including your country'); no identity-document KYC or tax-form process is documented anywhere and the app embeds no identity SDK (bundle grep negative, 2026-11-05) - prize payment is arranged manually with winners, and 'all taxes are the winner's responsibility'. One account per person.
Skills
None required - 'whether you're an AI researcher, cybersecurity professional, student, or curious newcomer'; guided training levels exist for beginners. Competitive success leans on creative adversarial thinking (prompt injection, jailbreaks, agent attacks); no coding and no security background required.
Equipment
A desktop browser and stable internet for the chat, agent and vision challenge environments; nothing else published - there is no mobile app (unrelated same-name apps in store lookups are different companies).

What kind of work

  • Red teaming
  • AI evaluation
  • AI response evaluation
  • Prompt evaluation
  • Evaluation

AI-training task types

  • AI response evaluation
  • Prompt evaluation

Gray Swan AI (Gray Swan Arena) FAQ

Is Gray Swan AI (Gray Swan Arena) legit?

Yes — Gray Swan AI (Gray Swan Arena) is a real, operating platform. We verified its signup, payout, and policy pages directly on 2026-11-05 using 14 sources.

What should I watch out for on Gray Swan AI (Gray Swan Arena)?

Strongest legitimacy anchors in the batch (CMU founders Matt Fredrikson and Zico Kolter, $40M Series A May 2026, frontier-lab and UK AISI sponsors, first-person winner payout accounts, no non-payment complaints found) - but read the rules before playing: forfeiture for multi-accounting/automation/early disclosure, judges' decisions final, 30-day publication embargo, irrevocable content license; official $490K+ vs $1M+ rewards-paid figures are unreconciled; private NDA-network engagement rates are unpublished.

How much does Gray Swan AI (Gray Swan Arena) pay?

Contest/pool model, not hourly: official 'prize pools from $20,000 to $170,000+'; live IPI Black challenge (Oct-Nov 2026) posts $300,000 total per wave split $50,000 white-box/$50,000 black-box with a per-place ladder (white-box 1st $6,000 to 46th-50th $250; black-box 1st $10,000 to 21st-25th $500); the Mar 2025 UK AISI round paid $171,800 across 161 red-teamers; weekly $100 raffles; no hourly or per-break rates published (checked 2026-11-05). Work is billed per task, so earnings scale with volume and acceptance rates.

Who can join Gray Swan AI (Gray Swan Arena)?

Minimum age 18 - 'Participants must be 18 years of age or older. Underage entries will be disqualified' (official competition rules, checked 2026-11-05). No published eligible-country list. Prohibited countries are named explicitly: 'Participation from Russia, North Korea, Iran, Syria, and Cuba is prohibited', and Gray Swan 'may confirm the legality of sending prize money to winners who are residents of countries outside of the United States' - implying international winners are paid subject to sponsor bank legality checks. Flagship challenges require country verification. Signup via Google/Discord/email magic link; account plus country verification required for flagship competitions ('Verify your Arena account and update your contact information including your country'); no identity-document KYC or tax-form process is documented anywhere and the app embeds no identity SDK (bundle grep negative, 2026-11-05) - prize payment is arranged manually with winners, and 'all taxes are the winner's responsibility'. One account per person.

How do I sign up for Gray Swan AI (Gray Swan Arena)?

Sign up free at app.grayswan.ai/register (Google, Discord or email magic link) - choose guided training levels or enter live challenges directly - compete in weekly Proving Ground and flagship competitions (flagships require account + country verification) - prize payouts are arranged by Gray Swan contacting winners 2-4 weeks after a competition closes; top ~40-50 finishers get private-network invitations under NDA.

Sources & verification

Facts on this page were verified against 14 sources. Last full check: .

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