The challenge
The briefing pulled from 12 sources (news, regulatory filings, social, reviews, internal dashboards) and required human judgment to decide what was important. They'd tried off-the-shelf AI tools and got generic summaries that missed context. The analyst was senior, expensive, and wanted to do higher-leverage work — but the leadership team had come to depend on the morning brief.
Our approach
- 01
Scoped the workflow with the analyst — what sources, what filters, what counts as important, what gets surfaced vs. summarized
- 02
Deployed a NemoClaw agent that runs autonomously every morning at 6am Central time
- 03
Agent pulls from all 12 sources, applies domain-specific filters, drafts the briefing with proper citations
- 04
Analyst reviews and approves in 15 minutes before the 9am leadership meeting
- 05
Weekly tuning sessions for the first month to refine edge cases and false-positive patterns
- 06
Built a simple override UI so the analyst can flag issues without opening a support ticket
Results
3-hour daily workflow reduced to 15-minute review — 92% time reduction
Analyst redeployed to client-facing strategy work worth $200+/hour
Zero hiring needed for the open headcount they'd been considering
Briefing quality (rated weekly by leadership) improved vs. the manual version
Agent uptime >99% across 9 months of production
Timeline
Engagement: 6 weeks to deploy; ongoing managed-service retainer.
What we learned
- Scoping with the analyst mattered more than any technical choice — they knew what good output looked like
- Guardrails and observability dashboards made the agent trustworthy; without them, leadership wouldn't have adopted it
- The business case wasn't labor cost savings — it was senior analyst time redirected to higher-value work
“The autonomous agent they built replaced a 3-hour daily process. We stopped hiring for that role and now reinvest the budget into growth.”
— Operations Director, Professional Services