Use Cases
Recurring work that runs itself
Every use case below runs on a defined schedule or trigger. The AI employee handles execution. You handle decisions
Daily Transaction Categorization
FinanceReviewing and categorizing every transaction that hits your books each morning.
What the AI does autonomously
- •Pulls all transactions from the prior 24 hours across connected accounts
- •Matches each to the correct chart of accounts category using prior month patterns
- •Flags any transaction that doesn't fit a known category for human review
- •Delivers a categorized ledger summary to the finance team by 7am every weekday
What the human still approves
Transactions flagged as ambiguous before they post
Books stay current daily. Month-end close takes hours, not days.
Variance and Anomaly Detection
FinanceComparing actuals against budget and flagging anything that moved unexpectedly.
What the AI does autonomously
- •Runs a daily comparison of actuals vs budget across every cost center
- •Flags any line item that deviates more than 15% from the prior 30-day average
- •Identifies duplicate charges, missing invoices, and unusual vendor activity
- •Sends a morning variance report with severity ratings before the team starts work
What the human still approves
Any anomaly marked high severity before escalation
Finance issues surface in 24 hours instead of at quarterly review.
Inbox Triage and Response Drafting
Executive OpsProcessing, prioritizing, and drafting responses for executive inboxes.
What the AI does autonomously
- •Reads and categorizes every inbound message by type (decision needed, FYI, vendor, scheduling)
- •Drafts responses for routine requests using established voice and preferences
- •Flags anything that requires a human decision before the end of the business day
- •Archives resolved threads and updates the action item tracker
What the human still approves
Every response before it sends
Inbox reaches zero daily. Response time drops from 2 days to same day.
Weekly Executive Briefing
Executive OpsBuilding a complete operational brief every Monday morning before anyone asks for it.
What the AI does autonomously
- •Pulls the week's calendar and assembles a context package for every scheduled meeting
- •Summarizes open action items, overdue follow-ups, and anything escalated in the prior week
- •Adds relevant news and competitor activity for any company on the calendar
- •Delivers the full brief by 7am every Monday to the executive's inbox and Slack
What the human still approves
Nothing. Brief is read, not approved.
Executives start every week with full context and zero prep time spent.
Competitive Intelligence Monitoring
ResearchTracking competitor moves, pricing changes, and market signals on a continuous basis.
What the AI does autonomously
- •Monitors defined competitor URLs for pricing page changes and new feature announcements
- •Tracks job postings from competitors to surface hiring signals and strategic direction
- •Compiles news mentions and industry coverage into a searchable weekly brief
- •Delivers the brief to defined Slack channels every Friday by 8am
What the human still approves
Nothing. Brief delivered for review.
No competitive move goes undetected for more than a week.
Vendor and Supplier Monitoring
OperationsWatching for price changes, contract expiries, and risk signals across your vendor base.
What the AI does autonomously
- •Monitors vendor communications for rate increase notices and contract renewal windows
- •Tracks industry news for supply chain disruptions affecting key suppliers
- •Flags any vendor contract expiring within 60 days and drafts a renewal brief
- •Delivers a weekly vendor status summary with risk ratings
What the human still approves
Any vendor escalation or contract action
No renewal surprises. Risk identified weeks before it becomes a problem.
CRM Hygiene and Pipeline Maintenance
Revenue OpsKeeping every deal record accurate and every pipeline stage current.
What the AI does autonomously
- •Reads every inbound and outbound sales email and updates the corresponding contact record
- •Flags deals that have had no activity in 7 or more days and queues a follow-up draft
- •Moves deals to the correct stage based on email signals and calendar events
- •Delivers a Monday pipeline health report showing coverage, velocity, and at-risk deals
What the human still approves
Any follow-up email before it sends
Pipeline reflects reality. Reps spend time selling, not updating records.
Outbound Sequence Management
Revenue OpsRunning personalized outreach sequences from Marcus's own email account.
What the AI does autonomously
- •Researches each target account before first contact: recent news, funding, hiring signals
- •Writes a personalized first-touch email using account-specific context
- •Sends follow-up touches on a defined schedule when there is no reply
- •Logs all activity back to the CRM and flags any positive signal for rep review
What the human still approves
The sequence template before the campaign starts
Outreach volume doubles without adding headcount. Personalization improves.
Client Renewal and Retention Tracking
Customer OpsWatching every customer account for churn signals and acting before renewal conversations get cold.
What the AI does autonomously
- •Monitors usage signals and support activity for at-risk indicators
- •Sends check-in emails to accounts that have gone quiet for 30 or more days
- •Triggers renewal outreach sequences at 90, 60, and 30 days before contract end
- •Escalates any account showing two or more churn indicators within 72 hours
What the human still approves
Escalation actions and any message flagged as sensitive
Renewal conversations start earlier. At-risk accounts surface before they churn.
Weekly Content and Newsletter Production
MarketingProducing recurring external content on schedule without a freelancer or agency.
What the AI does autonomously
- •Pulls the week's source material from a defined brief or content calendar
- •Writes the weekly newsletter draft, formats it, and stages it for review
- •Produces monthly client-facing reports from a defined template
- •Schedules social summaries and internal roundups on the defined publishing calendar
What the human still approves
Every external send before it goes out
Content ships every week. No freelancer dependency. No missed issues.