Work software, agents, identity, security

Enterprise Software & Cybersecurity

What would help your users delegate more useful work to LLM agents without losing control?

For enterprise software, cybersecurity, productivity, and workflow companies. We research what users need to delegate useful work to agents with appropriate confidence, permissions, explanations, and oversight.

Useful delegationTrust & oversightApproval friction

Research questions across product, marketing, sales, pricing, and adoption

seeking partner

ProductAdoption & Retention

How much privilege should an LLM agent receive before a human or policy gate intervenes?

Test least-privilege, just-in-time authorization and consequence-aware approval patterns for LLM agents that use enterprise tools and data.

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seeking partner

ProductAdoption & Retention

Which explanation makes customers safely delegate to agents?

Test how much explanation, preview, and approval customers need before delegating consequential actions.

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Bring us the LLM adoption problem. We turn it into evidence for a better business decision.

We design research around what your customers need to understand, value, choose, buy, use, or keep paying for. Purchase consideration, willingness to pay, adoption, retention, and unit economics can be measured research targets — never promised results.

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