We don't build prompt libraries.
We build the science of
knowing whether AI is safe.
Peeld is a research-focused company building evaluation infrastructure grounded in adversarial testing, structured evidence, and the belief that safety is not a feature you ship once.
Four convictions that shape everything we build.
Evaluation is infrastructure, not a checkpoint
Most teams treat evaluation as a gate before deployment. We treat it as a continuous operating layer. Models change, data drifts, regulations evolve. Evaluation must be embedded in the system, not bolted on after.
Safety is a research problem, not a compliance exercise
Checklists don't catch novel failure modes. Real safety requires adversarial thinking, structured experimentation, and the intellectual honesty to test assumptions you hope are true.
Evidence must be shareable, not siloed
A safety claim without evidence is marketing. We produce structured, auditable artifacts that teams can share with regulators, customers, and each other. Trust is built through transparency.
Complexity is the enemy of adoption
The best evaluation framework is the one teams actually use. We obsess over removing friction because every hour spent configuring pipelines is an hour not spent finding real risks.
What we are not.
Prompt libraries with pass/fail labels
Structured evaluation grounded in AI safety taxonomies
One-size-fits-all benchmarks
Domain-specific modules built for your risk profile
Scores without context
Evidence artifacts with methodology, failure analysis, and audit trails
Run once before launch
Continuous evaluation embedded in your deployment pipeline
Built on science, not vibes.
Research-first
Adversarial by default
Open methodology
“The cost of deploying unsafe AI is measured in trust. Once lost, no patch, update, or press release brings it back.”
This is why we exist. Not to add another tool to the stack, but to make the question “is this safe?” answerable, every time, with evidence.
See the research in action.
Explore our evaluation modules or talk to us about your safety challenges.