One build, 16 roles
Weekly performance report (client, owner, funder or team)
Weekly performance report (client, owner, funder or team). Compares this period to last period and to goal, picks the three movements that matter, and writes a one-page report: a numbers table, what changed, why (only from notes it was given), and what happens next. Anything it cannot explain is listed as a question, never guessed. This build has not been filmed yet; the page fills in once it is.
Where this job shows up
16 roles, counted in real job listings
| Role | What their listings say | Listings | Share |
|---|---|---|---|
| Shopify Store Manager | Sales and site analytics reports | 89 / 100 | 89% |
| Golf Club Membership Director | Membership reports, dues and billing questions | 15 / 17 | 88% |
| Grant Writer | Write reports to funders | 85 / 100 | 85% |
| Influencer Marketing Coordinator | Report campaign results and ROI | 51 / 60 | 85% |
| Customer Success Manager | Report on customer metrics | 91 / 116 | 78% |
| Account Manager (agency) | Client reporting on campaign performance | 73 / 100 | 73% |
| Gym Membership Sales Advisor | Hit sales quotas and track numbers | 62 / 89 | 70% |
| Event Venue Sales Manager | Hit revenue goals and forecast | 44 / 64 | 69% |
| Social Media Manager | Analytics and performance reports | 69 / 108 | 64% |
| Marketing Coordinator | Campaign tracking and marketing reports | 72 / 124 | 58% |
| HR Generalist | HR metrics and reporting | 70 / 121 | 58% |
| Operations Manager | Track KPIs and report performance | 53 / 101 | 53% |
| Office Manager | Reports for management | 49 / 108 | 45% |
| SDR | Hit activity quotas and report metrics | 54 / 133 | 41% |
| Recruiter | Report on hiring metrics | 44 / 123 | 36% |
| Project Manager | Prepare status and progress reports | 30 / 104 | 29% |
Indeed US and Canada, pulled November 4, 2026. Method and the full dataset.
How it works
The loop
- 1. Trigger
Monday 8am on a schedule (month end for clients, funders and committees).
- 2. Inputs
One export per data source (GA4, Shopify, ad accounts, CRM pipeline, campaign sheet), the goals, and last period's report.
- 3. Agent does
Compares this period to last period and to goal, picks the three movements that matter, and writes a one-page report: a numbers table, what changed, why (only from notes it was given), and what happens next. Anything it cannot explain is listed as a question, never guessed.
- 4. A person checks
The owner or account manager edits the 'why' and the next steps, then approves.
- 5. Lands in
Google Doc or email draft to the client, owner, funder or committee, plus a row in a report log sheet.
Tools a non-coder uses: Claude Project with the report template and the last two reports. Make or Zapier on a schedule, reading Google Sheets (exports dropped in Drive) or the native GA4, Shopify or HubSpot apps. In ChatGPT the same project works with a CSV upload.
What changes per role: The metrics and the reader. Agency: spend, leads, cost per lead, ROAS, for the client. Shopify: sales, orders, conversion, AOV, for the owner. Grants: outcomes and spend against budget, for the funder. CSM: usage, tickets, renewal risk, for the QBR. Recruiter and HR: time to fill, turnover. Golf: new members, resignations, dues, for the membership committee. Gym and venue sales: leads, tours, closes against target.
Watch the full build
The episode
This build is done live on AI in Context. The video, its chapters and the full transcript go here once it is published.
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