AI agent on top of a SaaS application stack
A stealth productivity startup needed an AI agent that unifies competing productivity tools into one experience. We built an MCP-based agent that runs long-shot tasks like project planning and campaign setup.
About
Client
Stealth productivity startup (NDA)
Domain
SaaS / horizontal productivity
What we delivered
MCP-based cross-tool agent
Task length
Long-running (project planning, campaign setup)
Precision
91%
Cost per query
<$5
The challenge
The client wanted to combine multiple competing productivity tools into a single, stable AI experience, so the user doesn't have to switch contexts.
The solution
We built an MCP-based agent capable of running long-shot, multi-step tasks across those tools, such as planning a project or setting up a campaign.
The outcome
Precision: 91%
Time to meaningful result: ~8.5 minutes
Cost per query: under $5
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