Structural Content jobs — generated from a company's live business tasks
An AI agent scans the full width of a mid-size SaaS company's project management boards, identifies business jobs-to-be-done that content can help serve, and generates content job tickets in response. Fictional company, real-world plausibility.
Business task being trackedContent job generated
Sales
Sales Enablement
Competitive battle card vs. Competitor X — last updated Nov 2025. Lost deal at Flixbus: cited missing Gantt feature as reason.
Flagged overdue · linked to Q2 pipeline
Content job
Rebuild competitive one-pager addressing workflow visualization gap. Include 3 customer workaround examples. Flag to SDR team before Siemens Energy demo (9 Apr).
Measure: SDR confidence score pre/post, win rate on deals where Competitor X is shortlisted
Product
Q2 Roadmap + Feature Requests
Granular role permissions (viewer / editor / admin) in development. 3 Enterprise accounts have separately requested SSO group-to-role mapping via feature request board.
Send targeted pre-launch note to the 3 accounts that requested role mapping, confirming their request is shipping in Q2. Include setup preview and offer early access. Coordinate timing with CS owners.
Measure: Reply rate from those 3 accounts, expansion pipeline attributed to proactive outreach
Cust. Success
Book of Business — At Risk
Flaconi — weekly active usage at 31%, account champion left in February. Renewal in 60 days, CS flagged as at-risk.
Renewal date: June 2026 · 180 seats
Content job
Produce 4-part re-activation email sequence for admin users at accounts below 40% WAU, showcasing report scheduling and CSV export. Personalize with Flaconi's own usage data.
Measure: WAU change at Flaconi over 21 days, admin login frequency
People
Onboarding — New Hire
Content Marketing Manager starting in London office, 14 April. 30-60-90 day plan template to be prepared. First blog post expected within Month 1.
Role: Content Marketing Manager · London
Content job
Compile onboarding content pack: editorial voice guide, channel strategy overview, content calendar walkthrough, and brand guidelines summary. Deliver to hiring manager by 11 Apr.
Measure: Time to first independent publish, onboarding satisfaction score
Legal
Active Matters + ISO 27001
Siemens Energy sent 87-question procurement questionnaire. ISO 27001 surveillance audit evidence collection in progress. Inbound question on US data transfers.
3 matters referencing compliance posture this month
Content job
Create modular security & compliance fact sheet for reuse across procurement responses. Cover ISO 27001 status, GDPR posture, data residency options. Format as drop-in answers.
Measure: Time saved per procurement response, Legal team hours reclaimed per quarter
Finance
FP&A — Planning
Prepare unit economics slide for board meeting: CAC, LTV, payback period. Forecast impact of Billing v2 pricing tiers on ARPU. Q1 cohort retention chart requested.
Board meeting: late April · Series C investors
Content job
Write investor-facing narrative connecting self-serve billing rollout to projected CAC reduction and LTV improvement. Source Q1 cohort data. Format for board deck insertion.
Measure: Investor questions on unit economics (fewer = better), follow-on funding signal