The future of workforce management is conversational
Today we're launching Assembled’s Model Context Protocol (MCP) server. The first-ever MCP server for contact center workforce management. Now, workforce managers and support leaders can use plain language to diagnose, plan, and act on live Assembled data directly from Claude, ChatGPT, or any MCP-compatible AI assistant.
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Enabling the shift from reactive to proactive WFM
If you run a customer support team, you know the trap: most of the week disappears into stitching tools together, pulling reports, and explaining what happened long after the moment to act has passed. Teams spend more time reconstructing the past than shaping what happens next.
At the same time, AI adoption across the enterprise is accelerating, and leaders increasingly expect answers and action at the speed of a conversation, not the speed of a reporting cycle. But it's hard to break the cycle when a simple question like “Why did we miss queue health last week?” can require data from multiple systems and a specialist to interpret it.
The Assembled MCP changes that. It's direct line between your Assembled WFM data and the AI assistants your team already uses. Instead of waiting hours for an analyst to pull a report from one tool and stitch in data from three others, leaders can just ask their AI assistant to pull the answer from all of their data connections in one conversation. Workforce managers can take action to adjust Assembled forecasts and schedules in that same conversation.
With routine reporting and real-time management handled by AI, support teams can finally do the strategic work: catching trends as they emerge, executing on the data, and acting as a forward-looking thought partner to the business instead of a backward-looking reporting function.
What you can do with the MCP
Once you connect the Assembled MCP, you can ask questions and take action in plain language from whichever AI assistant your team already uses.
A few examples of what early customers are doing:
- Where did we miss SLA last week? Break it down by channel.
- Compare forecasted vs. actual contact volume for chat last week by hour.
- Pull MRR by customer segment from our BI tool. Which segments are driving the most contact volume, and are we staffed for them?
- Publish 2 hours of phone overtime tonight from 6 to 8 p.m. ET.
At launch, the MCP gives you access to Assembled data across forecasting, scheduling, intraday operations, workforce composition, compliance, and performance analytics.
What this unlocks for your operation
Four things change once your WFM data is a conversation away:
- Speed. The Monday deck that took half a day of exporting and pivoting is a 30-second conversation. Leaders get answers between meetings instead of pinging an analyst on Slack and waiting.
- Results you can trust. Using an AI assistant without context on your business or real-time metrics just results in inaccurate analysis. The Assembled MCP acts as a live line to your validated Assembled data. Every metric the MCP returns is pre-aggregated by Assembled and incorporates your business logic, so the number Claude or ChatGPT quotes matches the Assembled UI.
- Cross-platform answers that no single tool can give you. "Are our newest hires hitting adherence?" needs tenure data. "Which segments are driving volume and are we staffed for them?" needs revenue data. Your AI assistant joins Assembled with your HRIS, BI tool, CRM and more in one conversation.
- WFM data, finally accessible to your whole team. Operations leaders, managers, and execs get answers themselves, in plain language. Your analysts spend less time on ad-hoc requests and more time on work only they can do.
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Answers are just the beginning. The Assembled MCP also unlocks something bigger: the ability for anyone on your team to build custom tools and automations on top of Assembled.
Unlike many WFM tools, Assembled has always been an open platform, with a developer-friendly API that customers use to shape the product to their operation. Power users can already build sophisticated custom agents, integrations and automated workflows on Assembled’s foundation. The Assembled MCP unlocks that same extensibility to non-technical users, who can now build similar cross-tool systems without code, custom integrations, or API keys.
The result: the gap between "we should have an automation for that" and actually having it collapses from weeks to hours. A team lead can spin up a weekly adherence digest that posts to Slack every Monday. A manager can build an agent that flags forecast variance over 10% and drafts a root-cause summary. That’s just a fraction of what teams are already building.
Get started today
The Assembled MCP is available now to all Assembled customers. Setup takes less than 5 minutes. Learn how in this quick video, or visit the Assembled Help Center for more details.
Not an Assembled customer yet? Book a demo to see how WFM teams at Stripe, Robinhood, and Canva are running their operations on Assembled, and how it could work for your team.
