Build and evaluate sales agents that close buyers in a single conversation.
LLMs are now where people discover, compare, and decide. The buying experience is conversational, with recommendations and proof surfaced inside assistants.
Companies already run support chatbots and use forms to convert their prospects. The next step is sales agents that qualify, match the right offer, and close across first-party and marketplace surfaces.
Kinro evaluates and improves sales capabilities of agents using RL environments that mirror deployment surfaces. We run real scenarios across regulated industries like Insurance and Finance, generating reward signals that lift conversion, compliance, and safety.
North star: deploy and win distribution in ChatGPT, Gemini, and other marketplaces.
Value drivers
RL environments
Simulations that mirror the real surface, so behaviors transfer.
Scenario library
Qualification, comparison, personalization, and closing flows.
Safety and compliance
Disclosure accuracy, guardrails, and audit-ready traces.
High-fidelity synthetic buyers
Edge cases and long-tail behaviors without production risk.
Measurable conversion lift
Reward signals tied to time-to-quote, drop-off, and bind outcomes.
Team from



