As AI inference costs decline, companies can process larger volumes of requests without hitting capacity constraints, shifting the focus from resource scarcity to deliberate prioritization of what to build. Organizations using this approach operate with smaller engineering teams while increasing API token consumption, enabling faster feature deployment. This allows product teams to respond directly to customer feedback with merged code changes rather than being bottlenecked by engineering capacity.
ClawTeams is a platform that orchestrates multiple AI specialists through messaging apps like Slack and Teams to break down tasks, execute work in parallel, and deliver finished outputs after quality checks. The platform serves 12,000+ teams that have completed 1.2 million tasks, with users reporting an average of 68% time savings compared to doing work by hand. Users assign work by mentioning the AI lead in chat, which coordinates specialists across content, data analysis, compliance, and other domains without requiring users to switch tools or write detailed prompts.
Pazi launched a platform that creates AI teams for functions like DevOps, sales, and SEO, operating continuously within Slack. The system integrates with GitHub, Linear, and Sentry to automate workflows across these tools. Organizations can now delegate routine tasks across multiple departments to AI agents that work around the clock in their existing Slack workspace.
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