Human data for the models you run
A continuous feed of real user conversations. Evals your benchmarks cannot give you. Fine-tuning data matched to your use cases.
Enterprises have run research on this platform since 2017. We know how enterprise teams work.
A continuous feed of real user conversations
Qualitative signal from verified people, talking through the products and moments you care about. Off the shelf: subscribe, sample, scale. No procurement cycle per batch.
- Conversational and qualitative. Spoken sessions with timestamped transcripts.
- Fresh on your cadence. Weekly, monthly, or on demand.
- Verified people. Consent recorded per session.
An eval built on your product, scored by verified humans
You cannot improve what you measure with someone else's benchmark. Rubrics co-designed with your team, rated by people who match your users. The reason behind every preference, not just the score.
- Custom eval sets from your real task distribution.
- Head-to-head runs across model versions, per category.
- Audits that find the gaps in your existing eval set.
The methodology behind VOICE-H, our public human benchmark for text-to-speech.
Your models, tuned on data that fits your use cases
A rented frontier API knows nothing about your domain. A model you fine-tune is an asset: sharper on your use cases, cheaper per task, yours to keep. We produce the data that gets it there.
- Use-case matched. Produced against your tasks, not a generic corpus.
- Demonstrations and corrections from verified experts, with the why recorded.
- Your training schema. Ready without a cleanup pass.
{
"task": "claims_review_0417",
"demonstration": "Reprice the claim first, the
policy renewed mid-treatment.",
"correction": "Model denied outright.",
"why": "Renewal changes the basis.",
"expert": "verified · claims · 12 yrs"
}
We have built with enterprises all along
Banking, health insurance, and other regulated industries run research on this platform. We know what enterprise teams need, and how they operate.
Millions of verified participants in 50+ countries, from everyday users to working specialists.
Every session carries consent for the way you use it, recorded at the source.
ISO/IEC 27001 and 27701. SOC 2 Type II. GDPR and CCPA. Full detail on the security page.
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Asked in most first conversations
Where does the data come from?
Our own panel, captured first-hand. No scraping, no third-party datasets, no reselling between clients.
Do you need access to our production data?
No. Everything is produced from our panel. Your data stays yours.
Can you match our domain?
General population through credential-verified specialists, 50+ countries. If we cannot verify the profile you need, we say so at scoping.
How do the three fit together?
The eval finds the gap. The fine-tuning data closes it. The feed keeps both current. Each works alone; together they compound.