Help fund the next phase of behavioral safety research.
Your support turns a benchmark into a standard: broader testing, external validation, and safe deployment pathways for emotionally vulnerable AI use cases.
We measure emotional safety as behavior over time — not tone, not intent, not accuracy alone.
From benchmark to standard
Funding expands evaluation breadth, independent validation, and deployment readiness across models and real-world contexts.
Expand the benchmark
Scale evaluation beyond the current release:
- Scenario coverage — more vulnerable contexts, edge cases, ambiguity
- Response volume — more samples per scenario to reduce variance
- Model coverage — frontier systems, open models, specialized deployments
- Stress conditions — escalation pressure, persuasion risk, conflict dynamics
From "initial benchmark" → broad, reproducible evaluation at scale.
Independent validation
Make the next phase externally tested and defensible:
- Research affiliates — replicate scoring and review edge cases
- Inter-rater reliability — human evaluator consistency studies
- External advisory — methodology, weighting, and taxonomy review
- Publication-grade artifacts — datasets, evaluation docs, reproducibility notes
This is how a benchmark becomes a credible standard.
Compliance & deployment readiness
Advance toward real-world deployment contexts:
- Privacy & compliance — HIPAA-aligned workflows, data handling standards
- Clinical constraints — what "safe" must mean under duty-of-care settings
- Governance documentation — risk statements, limitations, evaluation scope
Operational maturity for partner deployments.
From measurement → infrastructure
Move from evaluation into reduction:
- Safety-layer integration — guardrails, trajectory checks, escalation handling
- Partner pilots — measured deployments with feedback loops
- Application readiness — tools that can ship because the safety layer exists
We don't deploy until we can prove systems stay safe.
Choose your path
Support the Research
Help expand benchmarking, validation, and evaluation coverage.
Researchers, safety advocates, foundations, individual donors
Independent validation + scale + rigor
Partner for Deployment
Building conversational AI for healthcare, mental health, HR, education, or high-stakes support?
Product teams, safety leads, compliance leaders
Pilots + integration + evaluation services
Direct crypto contributions
Prefer to fund work directly? Send crypto to these wallets. All donations go directly to research operations.
0xE48D506E3EE778C7AB10cf2D41D1099cC33aE5F9
DxJpAqFcrCoUWpHXhsfzCjs4QM4WQpWDnNPE3zcRZxeA
bc1q7njw8vty2la36r2savr9n3jpz6rq7e7qr75jw3
0x434e792c0e5759c4e23fbd2bb13bcf0e9994dbd0
💌 Want a receipt? Just email research@ikwe.ai after sending — we take care of it.
Also available: donate.gg/@Ladyinvisible
Transparency
Ikwe.ai publishes research artifacts and methodology updates as the benchmark expands. Support directly funds:
Need audits, advisory, or a pilot?
Ikwe.ai works with teams shipping emotionally sensitive AI to evaluate behavioral risk, repair behavior, and trust dynamics.