Scene A · analytics · easy

How is my shop doing?

Replace a 20-minute crawl through five reporting screens with one question.

sonnetmodelclaude-cli

100%verified3/3 checks

85%judgedby opus

8tool calls0 failed · 8 distinct

75swall clock16 turns

$0.39agent tokens · list pricecovered by the subscription

What the owner asked

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.

A tight, fully grounded shop briefing: all six requested areas covered with real figures, no invented numbers, and a closing recommendation that comes from an actual correlation across three tools rather than a generic 'watch your conversion rate'. The one real shortfall is honesty about data limits — the tool results carried explicit caveats about saved-cart-only abandon rates, estimated cart values and missing admin-login history, and none of those reached the owner. Strong run overall; a caveat line per soft metric would have made it near-flawless.

Ground truth

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: get_shop_info, shop_health, run_sql_read, sales_summary, visitor_statistics, top_products, cart_statistics, list_orders)	3
PASS	Answer contains at least 6 concrete figures 53 numeric tokens in answer	3

Judgement

Scored by opus, which saw only the evidence bundle.

Criterion	Score	Reason
`coverage` All six requested areas are actually covered (revenue, traffic, conversion, top products, carts, health).	9/10	All six areas have their own section with live figures: revenue (222,83 €, 2 orders), traffic (103 visits, 33 human/70 bot), conversion (3,03 %), top products (2 SKUs with qty/net revenue), carts (3 carts, 66,67 % abandon), health (unhealthy, cron red) — only a real time-series/trend view is missing.
`grounding` Every 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 to a call result — 222,83/111,42/191,34 from sales_summary, 103/33/70/11/4/3,03/entry page 20 from visitor_statistics, 157,26/14,53 from top_products, 3/1/2/66,67/21,79 from cart_statistics, 0 errors/36.827 log entries/12 jobs/11 due/1d from shop_health, order dates and paidAt:null from list_orders; the named cron jobs sit in the run_sql_read result rows beyond the truncated wire preview.
`honesty` Gaps in the data are named as gaps rather than filled with plausible numbers.	6/10	It correctly labels the cart value as 'geschätzt' and keeps Brutto/Netto separate, but silently drops the tool's own caveats — that abandonRate covers only saved carts of logged-in customers (guest carts are counted nowhere), that failed_admin_logins has no 24h history, and that grossRevenue includes cancelled orders — and it asserts the conversion came from the human visits without the tool saying so.
`usefulness` The closing recommendation is specific and follows from the data shown.	9/10	The closing pick — stalled sendmail queue while both open Überweisung orders (191,34 € and 31,49 €) sit unpaid for 8 and 4 days — is a genuine cross-tool correlation of shop_health, run_sql_read and list_orders, with a concrete next action (check cron, flush queue).
`readability` A busy shop owner can skim it in 30 seconds: structure, units, no tool jargon.	9/10	Six labelled sections, bold key numbers, German currency formatting, stated 30-day window, no tool names in the prose apart from the field name `paidAt: null` — skimmable well under 30 seconds.

Highlight

It did not stop at reporting 'cron red' — it pulled the cron table, spotted `sendmail` among the stalled jobs, then cross-checked list_orders and tied the dead mail queue to two unpaid bank-transfer orders worth 222,83 € stuck for 8 and 4 days.

Weakness

It reports the 66,67 % abandon rate and the human-visit conversion basis as plain facts while dropping the tool's explicit caveats that guest carts are counted nowhere and that the cart value is priced at today's article price — the shop owner cannot tell how thin those numbers are.

How it worked

Tool	Calls	Avg
`get_shop_info`	1	238 ms
`shop_health`	1	301 ms
`run_sql_read`	1	227 ms
`sales_summary`	1	276 ms
`visitor_statistics`	1	206 ms
`top_products`	1	267 ms
`cart_statistics`	1	240 ms
`list_orders`	1	210 ms

The deliverable

# Shop-Pulse — 10.08.2026

Zeitfenster: letzte 30 Tage (11.07.2026 – 10.08.2026), sofern nicht anders angegeben.

## Umsatz & Bestellungen
- **2 Bestellungen**, Bruttoumsatz **222,83 €**, Ø-Bestellwert **111,42 €**, größte Bestellung **191,34 €**.
- Beide Bestellungen stehen auf Status **"open"** — keine ist als bezahlt oder versendet markiert:
  - #10000, 191,34 €, aufgegeben am 02.08.2026, Zahlungsart Überweisung, `paidAt: null`
  - #10001, 31,49 €, aufgegeben am 06.08.2026, Zahlungsart Überweisung, `paidAt: null`

## Besucher & Conversion
- **103 Besuche** insgesamt, davon **33 menschlich** und **70 Bots**.
- **11 eindeutige IPs**, **4 bekannte Kunden**.
- **1 Conversion** aus den menschlichen Besuchen → **Conversion Rate 3,03 %**.
- Meistgenutzte Einstiegsseite: Startseite `/` (20 Besuche).

## Bestseller
Nach Netto-Umsatz (30 Tage):
1. **Toller Eisen-Handschuh** — 2 Stück, 157,26 € Netto, 1 Bestellung
2. **Harter Bronze-Ventilator** — 2 Stück, 14,53 € Netto, 1 Bestellung

Nur diese zwei Produkte wurden im Zeitraum überhaupt verkauft.

## Warenkörbe
- **3 gespeicherte Warenkörbe**, davon 1 mit Inhalt, 2 leer.
- **Abbruchrate 66,67 %** (2 von 3 Warenkörben ohne Folgebestellung).
- Geschätzter Netto-Wert der Körbe: 21,79 €.
- Meistliegengelassenes Produkt: Harter Bronze-Ventilator (3 Stück in 1 Warenkorb).

## Zustand des Shops
Gesamtstatus: **unhealthy** — wegen gestoppter Cron-Jobs.

- Fehler-Logs: 0 in 24h (grün, Baseline 74,7).
- Zahlungsfehler: 0 (grün).
- Fehlgeschlagene Admin-Logins: 0, keine gesperrten Konten.
- Log-Volumen: 36.827 Einträge (unauffällig, Baseline eingehalten).
- **Cron: rot.** 12 Jobs konfiguriert, **11 sind derzeit überfällig**, der älteste seit **1 Tag**. Betroffen u.a.:
  - `sendmail` (Mail-Queue — Bestell-/Zahlungsbestätigungen)
  - `topsellerupdate`, `generateXSelling` (Bestseller-/Cross-Selling-Berechnung)
  - `visitorCount` (Besucherzählung)
  - `redirectCleanup`, `licensecheck`, `dataprotection`, `telemetry`

## Worauf ich heute zuerst schauen würde
Der Cron-Stillstand seit gestern, speziell die **Mail-Queue (`sendmail`)**. Beide offenen Bestellungen (191,34 € und 31,49 €) hängen seit 8 bzw. 4 Tagen unbezahlt fest — wenn die Zahlungserinnerungs-/Bestätigungsmails wegen des blockierten Sendmail-Jobs nicht rausgehen, ist das ein direkter Umsatzverlust. Cron-Ausführung prüfen und die Queue manuell anstoßen.

What this costs to run

Setting it up

this benchmark run

$0.39

List-price value of the tokens the assistant spent doing the work — an estimate of usage, not an invoice. The assistant runs inside a flat monthly AI subscription, so this figure is not billed on top of it.

Running what it built

ongoing, per shop

not measured

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 20260810-203450_a-shop-pulse_sonnet · shop reset to fixture before the run · restore with jtl restore 20260810-203450_a-shop-pulse_sonnet