Better data starts with aligned incentives.

Guilded AI produces expert training data and evaluations by giving contributors long-term incentives tied to growth in the company's value. We believe that when incentives for AI builders and human experts are aligned, the result will be data that is more reliable and transparent, in turn creating AI systems that are trustworthy and capable.

We're creating conditions that enable human experts from across domains to produce the best possible data for AI training and evaluation. Aligned incentives for data contributors will make it possible to sustain human expertise and continually replenish the data downstream of that expertise.

Better incentives lead to better data

The best possible data from human experts requires the collective intelligence of people working together with meaningful incentives, shared context, and high standards.

We use our expertise in social science and computing to build platforms that enable AI developers to source the best possible data from human experts. Data quality is downstream of incentives. Giving contributors long-term incentives tied to growth in the company's value can unlock data that would otherwise be impossible to produce.

Recurring evaluation and sustainable data flow

The world is always changing. In AI, evaluation is an ongoing challenge. Guilded AI is building for recurring data production and ongoing evaluation from a community of experts with continuity in context and standards.

Long-term incentives enable long-term data. We help AI builders move from one-off data snapshots to evaluation standards that recur and evolve over time.

Transparent and honest AI

We believe that as AI continues to progress, transparency will become even more important to AI users. When a model is evaluated, it should be possible to understand who evaluated it, what standard they used, and what claims the evaluation can support. Users will increasingly care about where AI training data comes from, and emerging standards in regulation and insurance will require provenance and attestation.

Guilded AI is building toward that future through data products that treat provenance and attestation as first-class concerns.

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