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Case studies

Three job postings, three AI prototypes

Real public job descriptions decoded into the product the company is implicitly asking someone to build. Use these as inspiration — or paste your own.

Senior Operations Manager (FinTech)

Hidden pain: Vendor reconciliation, cross-team handoffs, manual Looker reports, legacy Zendesk macros.

Best build: Reconciliation CopilotAI agent that ingests vendor statements, flags exceptions, and drafts reply emails — replacing 60% of the manual rec workflow.

SaaS
Internal Tool
Consulting
RevOps Lead (B2B SaaS)

Hidden pain: Pipeline hygiene, attribution stitching across Salesforce + HubSpot, slow QBR prep.

Best build: Pipeline Truth EngineNightly LLM agent that cleans stage data, reconciles touchpoint history, and auto-drafts the QBR deck — saving the RevOps team a full week per quarter.

SaaS
Prototype
Interview Project
Customer Success Director (Series B)

Hidden pain: Churn signals scattered across Gainsight, Intercom, and Slack; manual QBRs; no early-warning system.

Best build: Churn Early-Warning ConsoleReal-time dashboard scoring every account on health, with AI-generated save plays. Demoing it in the final-round interview becomes the offer.

Internal Tool
Interview Project
Workshop

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