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Killed2-week experiment

My Things

An automated system sourcing free items from Craigslist, Gumtree and Facebook Marketplace, then reselling them elsewhere.

MarketplaceArbitrageAutomationConsumer
No live site

Key outcome

Killed. Not scalable without escrow or secure payment infrastructure to reduce transaction risk.

02 / The problem

Thousands of usable items are given away for free every day on classified sites, while the same items sell for real money on other marketplaces. The gap is time and effort.

03 / The hypothesis

“If an automated system finds, scores and claims free listings, then relists them on paid marketplaces, the spread will be profitable at volume, because sourcing cost is near zero.”

04 / The solution

  • →A monitoring layer watches free-item listings across classifieds.
  • →Each listing is scored on resale value, distance and condition.
  • →Promising items are claimed, collected, and relisted on resale marketplaces with generated descriptions.

05 / Build components

Listing monitoringInferred

Watches free sections across sources.

Deal scoringInferred

Estimates resale value vs. effort.

Automated outreach / claimingInferred

Messages to givers to secure items.

Inventory trackingInferred

[Add tool]

Resale listing creationInferred

Generated titles, descriptions and pricing.

Payment / escrowInferred

Identified as the missing piece.

06 / AI & LLM stack

Build platform
Lovable
LLM(s)
[Add model]
AI use case
[Add use case — e.g. deal scoring, listing generation]
Automation
[Add tools]
APIs / integrations
[Add tools]
Hosting / infrastructure
[Add tools]

07 / Distribution & GTM

  • →Supply: free listings on Craigslist, Gumtree, Facebook Marketplace.
  • →Demand: relisting on secondary marketplaces.
  • →[Add channels tested]

08 / KPIs & results

Visitors

TBC

Signups

TBC

Paid conversions

TBC

Revenue

TBC

CAC

TBC

LTV

TBC

Conversion rate

TBC

Gross margin

TBC

Payback period

TBC

Retention / repeat

TBC

Items flipped

TBC

Values marked TBC are pending real data.

09 / Scale-or-kill

Kill.

Without escrow or secure payment infrastructure, transaction risk grew with volume. The model couldn't scale safely.

What worked

  • +Free supply is abundant and easy to detect.
  • +Automated scoring and listing generation cut manual effort.

What didn’t

  • −Buyer payments and handovers carried fraud and no-show risk.
  • −Logistics remained manual and didn't scale with automation.

Next time I’d test

  • →Start on platforms with built-in payment protection.
  • →Test a single high-value category first to improve margin per trip.

10 / Total cost & credits

Lovable credits
TBC
AI / LLM credits
TBC
Hosting
TBC
Domain
TBC
Paid ads
TBC
Tools & subscriptions
TBC
Contractor / creative
TBC
Total experiment cost
TBC

11 / Lessons learned

  1. 1.Automation scales software, not logistics.
  2. 2.Trust infrastructure is a prerequisite in peer-to-peer commerce.
  3. 3.Near-zero sourcing cost doesn't mean near-zero cost per sale.

12 / Next experiment

A narrower bet: tooling for professional resellers (sourcing alerts and listing automation) rather than doing the arbitrage directly.