Composer
writesWrites the report and hands it to the Quality Grader.
Product demo · showcase report · no login required
What an evidence-graded pricing report looks like
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.
How this report was made
The pipeline gathers evidence in parallel, so a full check takes minutes, and grades the report before you see it.
How this report was made
In a live workspace, the pipeline gathers the evidence in parallel: a Composer turns it into recommendations, and a Quality Grader checks the evidence before it reaches you.
Quality Grader
max 1 revisionGrades the evidence before it reaches you.
25 products tracked8 retailers watched
What is waiting for you
Each suggestion shows the move, the reason and its sources. Nothing changes until you say so.
Waiting in the Action Center
In the app, each of these is one click to accept, snooze, or reject. Here they are read-only.
- NEW
Audio · Lower price
Aero ANC Earbuds Pro
$242.99$237.99-$1,000.00/mo8 evidence rows - NEW
Kitchen · Lower price
Sizzle Air Fryer XL
$129.99$125.99-$380.00/mo7 evidence rows - NEW
Gaming · Lower price
Voltdash Wireless Controller
$69.99$65.99-$480.00/mo7 evidence rows
Alerts, sorted by how much they matter
Three levels, so the urgent one is never buried. The same alerts can go to Slack or email.
Alerts, triaged by severity
Threshold breaches and market moves land here — and in Slack, if you connect it.
Kestrel Market is now $312.00 on Aero Studio Headphones, 5% under our $329.99.
ResolvedCriticalKestrel Market is now $199.97 on Glimmer Smart Lock, $0.02 under our $199.99.
ResolvedWarningStackhouse Club is back in stock on Glimmer Smart Lock after 9 days.
ResolvedInfo
One suggestion, all the way down
Every figure links back to where it was found. Confidence is shown, not hidden.
Audio · Lower price
Aero Studio Headphones
$329.99$319.99-$600.00/mo
Rolled back: this recommendation was applied at $319.99, then restored to $329.99 41 days ago — proof a bad write-back can be undone, not just flagged.
Rationale
Lower toward $291.00 to match the lowest price of 7 stores, per your position
Evidence
Offer policy was not recorded for these observations.
Orbitcart
View source$337.13Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockKestrel Market
View source$272.00Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockVoltline
View source$338.99Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockHarborview Dept.
View source$343.99Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockStackhouse Club
View source$340.99Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockPixelforge Direct
View source$344.95Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockNestwell Home
View source$344.99Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In StockQuickbasket
View source$312.88Oct 27, 2026, 4:00 AM
Observation confidence: highAvailability: In Stock
Sensitivity
Sensitivity data not available for this recommendation.Graded before you see it
A report that fails is sent back and rewritten. You see the grade and the reasons, every time.
Quality grading
warning
Satisfied with warnings
The output passed the core guardrails, but one or more criteria carry cautions — see the per-criterion explanations below.
| Criterion | Grade | Explanation |
|---|---|---|
| Coverage | Grade: pass | Every catalog product was matched at every tracked retailer. |
| Data quality | Grade: warn | One retailer observation had an availability confidence below 0.50 and was classified as unknown stock. Price data was still captured but may be stale. |
| Analysis completeness | Grade: pass | Every product carries a comparison verdict, pct-over figure and trend reference. |
| Recommendation presence | Grade: pass | Actionable recommendations with dollar-impact estimates cover the flagged SKUs. |
| Format compliance | Grade: warn | One observation URL used an alternate query-string encoding; it was normalised but is noted for monitoring. |
Processing speed
Graded in 1.8sOptimization path
1 iterationData loss
Coverage truncation rate: 0%Report version v2 · graded
Every decision, on the record
Accept, dismiss or let it expire: all logged. A clear trail when someone asks why a number changed.
Recommendation lifecycle, at a glance
- ACCEPTED
Halo Smart Ring
Lower price · $199.99 → $194.99
- DISMISSED
Pebble Go Speaker
Lower price · $89.99 → $81.99
- APPLIED
Aero ANC Earbuds Pro
Lower price · $249.99 → $242.99
- EXPIRED
Brewline Smart Espresso Machine
Lower price · $599.99 → $578.99
See this on your own catalog
Start a free plan — no credit card, business email only.