WNSTN AI
WNSTN sells an AI assistant and analytics layer that brokerages and other investing platforms embed in their own apps. The assistant answers client questions in real time and delivers research, analytics and charting across more than 70,000 assets, using data from partners including TipRanks, Benzinga and Acuity. WNSTN Connect gives the firm a live dashboard of what clients ask and how they behave.
The platform deploys through an API or white label widgets, and a Compliance Officer agent checks conversations against rules from FINRA, the SEC, CySEC and MiFID II. In a case study of an unnamed US broker over about 12 months, WNSTN users made 2.3 times more trades than non users, and WNSTN credits itself with an 8.4 percent revenue contribution.
Named customers include Benzinga, Prosperum Fintech Holdings and Meritz Securities in South Korea. WNSTN Inc. is a Delaware company.
Capability Axes
Capability grades
15 of 15 axes rated · 9 graded A or B
Agents are the whole product. They answer investor questions in real time and supply research, analytics and charting.
The oversight is itself an agent. A Compliance Officer agent reviews the assistant's conversations, and WNSTN describes the assistant as running within strict guardrails. Nothing says when a licensed person steps in, or where investor education ends and advice begins, which is the line a broker polices.
Two real checks are on show: a control group study covering about 12 months and 88,000 trades, and an automated judge that scored conversations 9.96 out of 10 for compliance and 9.07 for relevance. The promise of no hallucinations has no factual error rate behind it.
Three customers are named, Benzinga, Prosperum Fintech Holdings and Meritz Securities, each with an executive quote but no figures. The hard numbers come from an unnamed US broker, where WNSTN users made a median 2.3 times more trades than non users and the firm credits an 8.4 percent revenue contribution.
Several competing brokers run on the same assistant, and WNSTN Connect analyzes behavior across their investors' conversations. Whether one broker's chats shape answers or insights for another is left unsaid, and so is any position on model training.
This privacy policy reaches past the website to investors on partner platforms, covering their KYC data and chatbot conversations, and it was last updated July 14, 2024. It never says whether WNSTN processes that data on the broker's behalf, and it sets no retention period.
Bank grade encryption is the whole security story. With no SOC 2 report, certification or trust center, a broker's vendor review starts from scratch.
Compliance is a product feature rather than a registration. WNSTN trains its compliance agent on rules from FINRA, the SEC and MiFID II but names no license of its own, so the duty to supervise sits with whoever deploys it.
More trading and more revenue for the broker is the success metric WNSTN publishes. Frequent trading doesn't always serve retail investors, and there's no measure of investor outcomes or of how answers vary by experience level or language.
An investor who acts on a wrong answer about a security has no stated way to challenge it, and WNSTN publishes no commitment for when the assistant gets a fact wrong.
Market data comes from named partners such as TipRanks and Acuity, and the privacy policy links a list of third party providers. The language models behind the assistant go unnamed.
Delivery is built for embedding, with the assistant dropped into a broker's own platform through an API or white label widgets. There's no public API documentation to check compatibility against.
Hosting is described only as scalable cloud infrastructure from reputable providers, and data may move to Israel and the United States. For a South Korean broker, the missing region is a real gap.
Pricing isn't published for the client assistant or for the analytics dashboard, two products that would usually be priced on different units.
Brokerages and other investing platforms are the buyers, with live customers in the United States and South Korea and coverage of more than 70,000 assets. The scope stays with client engagement and research rather than the firm's own operations.
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Pricing
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