Composer
plansPlans the run and hands off to the Quality Grader.
Product demo · showcase report · no login required
This page renders a fixed, synthetic showcase dataset — every figure, source link, and quality grade below is rendered by the real product surfaces, 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.
Researchers work in parallel, so a full check takes minutes. A second specialist grades the report before you see it.
In a live workspace, researchers gather the evidence in parallel, a Composer turns it into recommendations, and a Quality Grader checks the evidence before it reaches you.
Plans the run and hands off to the Quality Grader.
Grades the evidence before it reaches you.
25 products tracked7 retailers watched
Each suggestion shows the move, the reason and its sources. Nothing changes until you say so.
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
Three levels, so the urgent one is never buried. The same alerts can go to Slack or email.
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.
NewInfoEvery figure links back to where it was found. Confidence is shown, not hidden.
Television · 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 sourceSep 21, 2026, 5:52 PM
Policy not recorded
Best Buy
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
Walmart
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
Target
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
Costco
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
Newegg
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
Wayfair
View sourceSep 21, 2026, 5:52 PM
Policy not recorded
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.
A report that fails is sent back and rewritten. You see the grade and the reasons, every time.
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
Accept, dismiss or let it expire: all logged. A clear trail when someone asks why a number changed.
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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