SAMPLE REPORT — Illustrative company and figures. No live research was performed, actual agent executions: 0, MAX Not run, Guardians not run (built · integration pending). Human decisions remain required.
Sample Report 3 · Retail
Retail Store — What Should We Sell Next?
Willow & Thread Boutique (sample) · Sample results only
Client assignment
Sales have slowed for two quarters. The owner wants to know which categories to grow, which to cut and what to test for the holiday season on a $6,000 budget.
How the client assigns it to TED: The owner exports category sales and receipts, shares them with TED and asks for a reorder and holiday plan. TED confirms the export is a sample and that product discovery would be a research plan.
Executive summary
Accessories (80% sell-through, 62% margin) and gifts (90%, 58%) are working; home goods are not (30%, 48%). Shift open-to-buy toward accessories and gifts, mark down home goods, and spend the $6,000 holiday budget on three small, measured tests.
63%
Overall sell-through
1,520 of 2,400 units, illustrative
30%
Home goods sell-through
Weakest category
$6,000
Holiday test budget
Owner-set, illustrative
Key findings
1. Two categories carry the store
Accessories and gifts sell through fast at strong margins; gifts nearly sold out, suggesting lost sales.
2. Home goods ties up cash
350 unsold units at the lowest margin. Seasonality shows sales only in Q4.
3. Apparel is middling
62% sell-through at 55% margin; the slowdown is concentrated in full-price apparel.
Category performance (illustrative, last two quarters)
Sell-through = units sold ÷ units received.
CategoryApparel
- Received
- 1,000
- Sold
- 620
- Sell-through
- 62%
- Gross margin
- 55%
CategoryAccessories
- Received
- 600
- Sold
- 480
- Sell-through
- 80%
- Gross margin
- 62%
CategoryHome goods
- Received
- 500
- Sold
- 150
- Sell-through
- 30%
- Gross margin
- 48%
CategoryGifts
- Received
- 300
- Sold
- 270
- Sell-through
- 90%
- Gross margin
- 58%
CategoryTotal
- Received
- 2,400
- Sold
- 1,520
- Sell-through
- 63%
- Gross margin
- —
Holiday test allocation ($6,000)
Each test has a stop rule; illustrative.
TestExpanded gift table near entrance
- Budget
- $2,500
- Success threshold
- 70% sell-through in 6 weeks
TestNew local-maker accessories line
- Budget
- $2,000
- Success threshold
- 60% sell-through, 55%+ margin
TestBundled gift sets (accessory + gift)
- Budget
- $1,500
- Success threshold
- 40 sets sold
Options & decision table
Assortment options
Illustrative; owner decides.
OptionRebalance toward accessories and gifts
- Effect
- Higher margin and turn
- Risk
- Over-reliance on two categories
OptionHold current mix, add promotions
- Effect
- Simple
- Risk
- Margin erosion
OptionExit home goods after markdown
- Effect
- Frees cash and space
- Risk
- Loses Q4 home buyers
Prioritized action plan
- 1Mark down home goods 30% and stop reordersOwner · Now
- 2Reorder rule: reorder when sell-through passes 70% with 4+ weeks of season leftBuyer · Ongoing
- 3Run the three holiday tests with weekly trackingStore manager · Holiday season
- 4Complete the product discovery research plan before the spring buyOwner · January
Success metrics
- Overall sell-through above 70%
- Home goods inventory below 100 units
- Each holiday test meets or misses its threshold, recorded
SOCRATEE's Perspective
Sample text, not generated
Assumptions to test
- Past sell-through predicts holiday demand
- Gifts sold out because of demand, not under-buying alone
What deserves questioning
- Is the slowdown store traffic or conversion?
- Would home goods sell with better display?
Sources & evidence
Illustrative assumptions (not evidence)
- All units, margins and budgets are sample data
Verified data needed before deciding
- Point-of-sale and traffic counts
- Vendor terms and minimums
- Competing product discovery: a research plan reviewing public catalogs and trade show lists, cited when done; none performed here
Verified evidence attached: none. No citations are provided because no research was performed.
Safeguards
- No pricing or advertising claim without verification
- Owner approves every purchase
Report status · Research & Review Record
- Actual agent executions: 0
- MAX independent grade: Not run
- 18 Guardians: Built · Integration Pending; no review occurred
- Live research: None performed
- Final decision: Always a human decision
Specialist roles (role definitions · not executed)
- TED — Coordinator: would scope the assignment, route work and assemble the report.
- RES — Would carry out the product discovery research plan with citations.
- KNOLLY — Would reconcile sales, receipts and inventory counts.
- SOCRATEE — Would question whether trends are traffic, price or product.
- LIBBY — Would check promotion wording and pricing claims.
- MAX — Potential independent grader. Not run; no grade exists.
- 18 Guardians — Potential oversight layer. Built · Integration Pending; no review occurred.
How AI Team One Works — Step by Step (prewritten)
Stage 1
The assignment
The boutique owner asks what to sell next after two slow quarters.
Stage 2
TED coordinates
TED routes category analysis, reorder rules and a holiday test plan.
Stage 3
Specialist responsibilities
KNOLLY reconciles sales and inventory, RES plans product discovery, SOCRATEE tests the traffic hypothesis.
Stage 4
Oversight design
Oversight here would center on the diagnosis before the assortment: SOCRATEE would test whether the slowdown is store traffic or conversion, since the two call for different stock decisions, LIBBY would block any pricing or advertising claim that is not verified, MAX could grade the sell-through math, and the Guardians could review the test budgets. In this sample none of that ran: MAX Not run, Guardians not run (built · integration pending).
Stage 5
The executive report
The result would look like "Retail Store — What Should We Sell Next?": findings, options, a prioritized action plan and the data still needed. Prewritten sample content; actual agent executions: 0.