: Spuutr

From behavioural matching to agentic workforces.

Origin

Spuutr started in 2021 as a behavioural AI research experiment. The goal was to build a better matching system for recruitment: not another job board or classified marketplace. The idea was to match candidates and companies by values, experience, culture, and behavioural fit.

The ambition was right. The timing was early. The data, behavioural modelling, and training effort were too large to bootstrap at the time, so Spuutr went into hiatus.

Reboot

In 2026, Spuutr was rebooted as an agentic company focused on workforce agent solutions for small businesses, solopreneurs, and lean teams. The core insight: the same behavioural modelling that was meant to match people to jobs could be applied to matching agents to workflows.

Belief

The value of agents is not that they sit inside one SaaS product. The value is that they can move across products, channels, tools, and contexts. An agent that only works inside your CRM is a fancy macro. An agent that works across your email, calendar, Slack, documents, and CRM: while remembering context from all of them: is a team member.

Trust position

Spuutr is open-source first, model-agnostic, and designed to keep users in control of their data, models, memory, and workflows. We don't lock you into one model provider. We don't claim ownership of your business context. Your memory files are yours to export, inspect, and keep: even if you leave.

Founder

Spuutr was founded by Jerzy Filatow, an engineering and AI enablement leader based in Melbourne. He builds Spuutr as a living experiment in how far agentic business operations can scale before another human needs to enter the loop.

Read the full thesis at /manifesto.

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