Resources & Blog

We used gpt-image-2 to generate placeholder avatars for people without photos. The watercolor portraits looked great, until we put them next to real prospects. A face next to a real name is a claim, and we had nothing true to claim. So we shipped a shape instead.

The fastest way to ship an unreliable AI product is to wire the model directly into your database. The model isn''t broken. The architecture is. Reliability in AI products is not a property of the model, it''s a property of the layer above the model.

The hardest problem in AI isn't the model, it's finding the signal in the noise, for your business specifically. Today we're introducing Trayo: always-on AI agents that surface real buying moments before your competitors notice.

For the last decade, the Holy Grail of B2B sales has been the “Single Source of Truth”. We convinced ourselves that if we could just build the perfect Ideal Customer Profile (ICP), enrich our CRM with enough data points, and achieve a “360-degree view” of the customer, revenue would become predictable.

Your largest competitor had a temporary outage. For 48 hours, the market was open. But seizing that window required assembling lists, pulling CRM data, coordinating teams, and drafting outreach before it closed.

If autonomy were simple, everyone would have it. They don’t. Because autonomy is not about large databases and automated workflows. Autonomy is non-deterministic, implying judgment and understanding across the entire market. Knowing what matters, when to act, and what to do when an ephemeral moment presents itself.