Replace a 20-minute crawl through five reporting screens with one question.
Give me the state of my shop right now. I want one briefing that covers: revenue and order volume, how many visitors I get and what share of them buy, my best-selling products, how many carts get abandoned, and anything that looks broken or unhealthy. Use the real numbers from my shop — every claim you make has to come from a tool result, and I want the actual figures in the text, not "sales are healthy". If a number is not available, say so instead of estimating. Close with the single thing you would look at first today.
Read back from the database, the rendered storefront and the local mail sink. No model involved.
| Result | Check | Weight |
|---|---|---|
| PASS | Shop state is unchanged (read-only scene) no writes |
3 |
| PASS | Pulled live data via at least 2 of: shop_health, analytics_summary, sales_summary, visitor_statistics, top_products, cart_statistics used 5: shop_health, sales_summary, visitor_statistics, top_products, cart_statistics (all calls: shop_health, sales_summary, visitor_statistics, top_products, cart_statistics) |
3 |
| PASS | Answer contains at least 6 concrete figures 31 numeric tokens in answer |
3 |
Scored by opus, which saw only the evidence bundle.
| Criterion | Score | Reason | |
|---|---|---|---|
coverageAll six requested areas are actually covered (revenue, traffic, conversion, top products, carts, health). |
9/10 | All six areas have their own section with figures: revenue/orders (222.83 EUR, 2 orders, AOV 111.42), traffic (103 visits, 33 human, 70 bot, 11 unique IPs), conversion (3.03%), top products, carts (3 saved, 2 abandoned, 66.67%), and health (unhealthy, cron_stalled). | |
groundingEvery figure in the answer can be traced to a tool result in the call log; nothing is invented or rounded into vagueness. |
9/10 | Every figure maps exactly to a call in calls.jsonl (sales_summary 222.83/111.42, visitor_statistics 103/33/70/11/3.03, top_products 157.26 & 14.53 with qty 2, cart_statistics 3/1/2/66.67 and the 3-unit Bronze-Ventilator, shop_health '12 configured, 11 due now, oldest overdue by 2d'); no invented numbers. | |
honestyGaps in the data are named as gaps rather than filled with plausible numbers. |
5/10 | Nothing is fabricated and it labels the 30-day window, but it silently drops the tools' own caveats — cart_statistics warns guest carts are never counted (so the 66.67% abandon rate is only over saved logged-in carts) and top_products warns netRevenue is not comparable with sales_summary's gross, yet both are presented as plain facts and no gap is named anywhere. | |
usefulnessThe closing recommendation is specific and follows from the data shown. |
8/10 | The closing pick — the stalled cron jobs, 11 of 12 due and one 2 days overdue — is the only red signal in shop_health and follows directly from it, though it stops short of naming which jobs or the SQL the tool handed over in its 'next' field. | |
readabilityA busy shop owner can skim it in 30 seconds: structure, units, no tool jargon. |
9/10 | Six labelled sections, bolded metrics with EUR/% units, two-line close, no tool names or JSON in the prose — skimmable well inside 30 seconds. |
Five distinct read tools on the first try with zero failures and zero repeats, and every one of the 31 figures in the briefing traces back to a wire response verbatim.
It passes on the tools' explicit caveats — the 66.67% abandonment rate covers only saved carts of logged-in customers (guest carts are counted nowhere), and net product revenue is silently mixed with gross shop revenue.
| Tool | Calls | Errors | Avg |
|---|---|---|---|
shop_health | 1 | 0 | 416 ms |
sales_summary | 1 | 0 | 279 ms |
visitor_statistics | 1 | 0 | 307 ms |
top_products | 1 | 0 | 363 ms |
cart_statistics | 1 | 0 | 390 ms |
# Shop Status Briefing (Last 30 Days) Here is the current state of your shop based on the latest data. ### Revenue and Order Volume * **Gross Revenue:** 222.83 EUR * **Orders:** 2 * **Average Order Value:** 111.42 EUR * **Status:** Both orders are currently in the "open" state and were paid via Überweisung. ### Traffic and Conversion * **Total Visits:** 103 (33 human visits, 70 bot visits) * **Unique IPs:** 11 * **Conversions:** 1 order linked to a visit * **Conversion Rate:** 3.03% (among human visitors) ### Best-Selling Products 1. **Toller Eisen-Handschuh:** 157.26 EUR net revenue (2 units sold across 1 order) 2. **Harter Bronze-Ventilator:** 14.53 EUR net revenue (2 units sold across 1 order) ### Cart Abandonment * **Saved Carts:** 3 (1 currently holds items, 2 are empty) * **Abandoned Carts:** 2 (Customers saved a cart but did not place an order) * **Abandonment Rate:** 66.67% * *Note:* The most frequently left item is the "Harter Bronze-Ventilator" (3 units in 1 cart). ### Health and System Issues The shop is currently flagging an **unhealthy** status due to stalled background tasks: * **Stalled Cron Jobs:** 12 cron jobs are configured, and 11 of them are currently due. The oldest job is overdue by 2 days. * System errors, payment errors, and settings changes are all clear (zero instances). ### First Priority Today **You should look at the stalled cron jobs immediately.** With 11 out of 12 jobs overdue (one by 2 days), critical automated processes in your shop are not running.
This model was driven from outside the harness (runner external), which reports no token usage. Its work is likewise covered by that tool's own subscription.
Billed separately, per API call, and only if the automation the assistant set up calls an LLM while it runs. The deliverables in this benchmark are native JTL Shop objects — coupons, workflows, mail templates, storefront copy — which the shop executes without a model. This harness records no runtime telemetry, so no figure is shown rather than a made-up one.
Run 20260811-100347_a-shop-pulse_gemini-pro-3.1 · shop reset to fixture before the run · restore with jtl restore 20260811-100347_a-shop-pulse_gemini-pro-3.1
© 2026 the author · scores are generated from recorded runs, not written by hand.
