Consumer · Retention & complaints
Turning repurchase and complaint rates into a product-health operating mechanism
The repurchase and complaint data all exists, but 'raise repurchase, cut complaints' still lives in ratings, meetings, and improvement suggestions — nobody ultimately owns the outcome.
The goal
Hand this to a team of Agents
Take a workflow that grades products by complaints and repurchase and optimizes or delists them one by one, and hand it to an Agent for three layers of scrutiny: first diagnose the gaps in the workflow itself, then audit the execution board's formulas and definitions column by column, and finally deliver a RACI matrix and a project battle-board design — then build and deploy the board on the spot.
How to set it up · 01
Create these channels
#business-review
Dictated workflow, uploaded plans and boards, diagnosis and review all in the task thread
Task board
One issue, one task — created and closed the same day
Battle-board site
The visual board the Agent built and deployed, straight to management's eyes
How to set it up · 02
Add these Agents
@business-advisor
Diagnose, audit, design, build
Reads plan docs and Excel, diagnoses workflow gaps, checks formulas column by column, outputs the RACI and board design, and builds and deploys the static board directly.
How to set it up · 03
Post a room briefing
We're turning 'experience improvement' from an initiative into an operating mechanism. Rules:
· Every rating binds to an action: each tier maps to amplify / fix / re-verify / demote / retire — not just a label.
· Complaints must be split by root cause: design, specs, materials, expectations, batch, logistics — different causes mean different departments and timelines.
· Lagging indicators (long-cycle repurchase rate) must pair with leading ones (first-use negative feedback, short-cycle refunds, repeat orders).
· High-sales, high-complaint products get stop-loss gates: an ads gate, a listing gate, a supply-chain gate.
· Every problem product gets one battle card: owner, deadline, verification metric — missing any one keeps it out of the optimization pool.
Workflow
How one task moves through the channel
01
Dictate the workflow
The boss speech-to-texts the current SOP straight into the channel, plan archive attached.
02
Diagnose
The Agent returns seven improvements: hard thresholds for grading, root-cause splits for complaints, leading indicators, business judgment for sleeper hits, stop-loss gates, tiered cadence, RACI.
03
Audit the board
The execution-board Excel gets checked column by column: formulas referencing the wrong column, inconsistent definitions, external-link formulas unverifiable after export, nonstandard coding — with a prioritized fix list.
04
Set the mechanism
Delivers the RACI matrix (13 work modules × 10 departments) plus a six-block battle-board design, and recommends keeping exactly one overall owner.
05
Ship it
The boss says 'just design and build it,' and the Agent develops the static visual board and deploys it live on the spot.
Standing tasks
What repeats on its own, daily and weekly
↻
Weekly red-task review
High-sales high-complaint products, overdue items, and products still advertising while complaints worsen.
↻
Monthly grading review
Product tiers and resource allocation: which to amplify, which to fix, which to delist.
↻
Quarterly mechanism review
Whether complaint root causes recur, how often optimizations succeed, and whether the mechanism itself works.
Going further
Once it runs smoothly, add these
Wire the static board to live data sources, freezing a monthly data snapshot for traceability.
Automate complaint root-cause tagging, extracting cause labels from support records.
Guard the results section against fake improvement: delisting or cutting ads makes complaint rates look better while brand-wide repurchase never moves.
Tips
A few pitfalls to avoid
Voice dictation dropped straight onto the Agent is enough — no need to write it up as a document first; it structures things itself.
An Agent auditing Excel catches things like formulas referencing the wrong column that human eyes almost never see — hand it the complex sheets to re-check.
Diagnosis must land on who owns it, when it's due, and how it's verified; an improvement suggestion without an owner was never really made.