Composer
plansPlans the run and briefs every researcher.
Product demo · real agent output · no login required
This page renders a fixed, synthetic showcase dataset — every price, source link, and quality grade below is real product output, not a mockup, and no account or real customer data is involved. It shows exactly what a workspace sees after a run: the recommendation, its evidence trail, the quality-grader's verdict, and a recommendation that was applied and then rolled back — proof the guardrails can undo a mistake.
Three agents produced everything on this page: a Composer planned the run, parallel Researchers gathered the prices, and a Quality Grader checked the evidence before it got here.
Plans the run and briefs every researcher.
…one per retailer, in parallel
Grades the evidence before it reaches you.
25 products tracked7 retailers watched
In the app, each of these is one click to accept, snooze, or reject. Here they are read-only.
Tablet · Lower price
Apple iPad Air (5th Generation) 64GB Wi-Fi
Threshold breaches and market moves land here — and in Slack, if you connect it.
AirPods Pro 2 price gap widened this run.
NewCriticalGoPro HERO12 margin is under pressure.
NewWarningMX Master 3S had reduced retailer coverage this run.
NewInfoTelevision · Lower price
Samsung 65" QLED 4K Smart TV (QN65Q80C) was previously applied at the recommended price, then rolled back — it is back to a new, actionable recommendation.
Amazon
View sourceJul 28, 2026, 2:24 AM
Best Buy
View sourceJul 28, 2026, 2:24 AM
Walmart
View sourceJul 28, 2026, 2:24 AM
Target
View sourceJul 28, 2026, 2:24 AM
Costco
View sourceJul 28, 2026, 2:24 AM
Newegg
View sourceJul 28, 2026, 2:24 AM
Wayfair
View sourceJul 28, 2026, 2:24 AM
If the grader downgrades confidence one notch, expected impact becomes -$475.80 (61% of current estimate) and the recommendation would change to hold at the lower confidence level.
The output passed the core guardrails, but one or more criteria carry cautions — see the per-criterion explanations below.
| Criterion | Grade | Explanation |
|---|---|---|
| Coverage | PASS | Every catalog product was matched at every configured retailer. |
| Data quality | WARN | One retailer observation had an availability confidence below 0.50 — the listing was classified as 'Unknown' stock status. Price data was still captured but may be stale. |
| Analysis completeness | PASS | All products carry a comparison verdict and pct-over figure. |
| Recommendation presence | PASS | Recommendations cover every flagged product with rationale and suggested prices. |
| Format compliance | WARN | One observation URL used an alternate query-string encoding; normalised successfully but noted for monitoring. |
Report version v2 · graded
Logitech MX Master 3S Wireless Mouse
Lower price · $99.99 → $89.99
Instant Pot Duo 7-in-1 Electric Pressure Cooker 6 Quart
Lower price · $99.95 → $89.96
Apple AirPods Pro (2nd Generation)
Hold · $299.00 → $299.00
JBL Flip 6 Portable Bluetooth Speaker
Lower price · $129.95 → $116.96
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