Encore AI raises $30M Series A for call-trained AI agents

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- Encore AI raised $30 million in a Series A led by Team8, with Planven, Lukatz, Garage and several banks and insurers also participating in the round.
- Founded in 2022 as Insait IO by CEO Dvir Ginzburg, the company originally built recommendation software for financial advisers and relationship managers before rebranding and expanding into broader customer-interaction mining.
- The platform ingests call recordings, emails, and texts linked to CRM systems, breaks each conversation into stages, and identifies which tactics led to successful outcomes — then trains AI agents on those winning playbooks in a process Ginzburg calls "interaction mining."
- Encore AI's agents can engage customers directly by voice or text, or assist employees in real time by suggesting responses; Ginzburg said the agents sometimes replicate the jokes and anecdotes used by top-performing relationship managers.
- The startup serves more than 40 enterprise customers globally — the majority financial institutions — and has grown annual recurring revenue more than 5x since its seed round roughly 18 months ago, though Ginzburg declined to disclose exact figures or valuation.
- Several of the financial institutions that joined the round were already Encore AI customers before deciding to invest, the company said — an unusually direct product-to-checkbook pipeline.
- Ginzburg argued large CRM vendors like Salesforce, SAP, Zoho, and HubSpot would have to overhaul their entire tech stacks to replicate Encore's approach, since they don't currently treat conversational history as a first-class data input.
Why it matters: Financial institutions are buying Encore's product and then writing checks — several round participants were already customers, and ARR has grown 5x in roughly 18 months. Ginzburg's defensive case is that incumbents like Salesforce, SAP, Zoho, and HubSpot would need to rebuild their stacks to make conversational history a first-class input, buying Encore time in a category the big CRM vendors will inevitably move toward.




