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SERVICE MARKETPLACE
Moving apartments — reality map
Not a process diagram — a wall of what a couple actually experiences during a déménagement in Lebanon, A to Z. One sticky = one thought, decision, action, problem, or cost. Color reveals where ailb deletes, simplifies, or takes over.
Karim & Lara, 33, Ain el Remmaneh → Antelias — landlord wants $750 "fresh" starting next month; new place is on the 5th floor, the stairwell is narrow, and everything they own has to survive the trip.
Time to a firm price
~2.5 wks→~3 days
Trigger / thought
Action — a thing I do
Decision — a choice I make
Pain point / fear
Cost / fee / waiting
ailb takeover opportunity
We're moving
Nobody moves in Lebanon for fun. Something pushed.
triggerLandlord wants $750 "fresh dollars" — we're out
triggerFound a place in Antelias. Must be out by end of month.
decisionCousins + a pickup, or actual movers?
painWe own a fridge, a washing machine, and a 3-seater. Cousins won't cut it.
actionGoogle "déménagement Lebanon" — a few FB pages, zero prices anywhere
Finding movers
An industry with trucks but no front door.
actionAsk the natour + building WhatsApp for "shirket naklieh"
actionFB recommendations thread: 30 comments, 9 companies — 4 are the same guy
painNo prices, no reviews — just "super professional!!" from profiles with no photo
actionCall 5 numbers. Two answer.3 days for 2 callbacks
decisionCompany with a real truck, or Abu Ali w el shabéb with a pickup?
painEvery single quote requires a home visit first
costThree days gone just lining up the visits~3 days
ailb takeoverailb surveys the apartment from a phone video — no visits
The quote circus
Three numbers that measure three different things.
actionHost mover visit #1 — he eyeballs the roomshalf a day off work
pain"$500… ya3ne, approximately." Nothing written down.
actionHost visit #2another afternoon gone
painQuote #2 is $300. Why 40% less? What did he NOT count?
pain5th floor + narrow stairs = "lezem winch" — maybe +$100, maybe not
painQuotes aren't comparable: one includes packing, one doesn't, one "men shouf"
decisionCheap guy with vague answers, or pricey guy with a real truck?
costTwo afternoons hosting strangers — still no firm price2 half-days
ailb takeoverailb gets line-item quotes on the SAME written spec from all three
The trust math
Strangers will carry everything you own, and the contract is a voice note.
painStrangers handling literally everything we own
painIf something breaks: "wallah it was already cracked." Insurance? Shou ya3ne insurance.
actionPhotograph every valuable item "just in case"~2h, our own DIY insurance
decisionLaptop, papers, jewelry — move those ourselves?
painNo contract exists. The "agreement" is a WhatsApp voice note.
painIf they no-show on moving day, I lose the apartment handover date
ailb takeoverailb turns inventory + condition photos into the actual contract
Moving day
Nine hours of being the unpaid site supervisor of your own life.
actionThey arrive 2 hours late, with a smaller truck than promised
pain"The sofa won't fit — second trip, $50 extra"
painThree guys came instead of the promised five — I'm carrying boxes myself
actionRun between two buildings directing traffic all day~9h on my feet
painThe winch guy is a separate guy — a fresh negotiation on the sidewalk
costExtras bloom: stairs fee, "distance" fee, "el shabéb te3bo"+$80 surprise
decisionArgue each extra at 8pm with my mattress on the truck?
painThe fridge arrives with a new dent. Nobody saw anything.
ailb takeoverailb supervises milestones: loaded → in transit → delivered → condition-checked
Settling the bill
Cash on the sidewalk, disputes into the void.
actionPay cash USD on the sidewalk$430 + $80 extras
painThe dent dispute goes nowhere. No recourse, no insurance, no referee.
actionUnpack over two weeks, discovering breakage in slow motion
painOne box of kitchen stuff simply… never arrived
triggerThe vow: "next time, we move ourselves"
costTotal: ~$510 + 2 afternoons + a full day + a dented fridge~$510 all-in
ailb takeoverailb releases payment only after the condition check passes
It's not linear — it loops
Draw the arrows and the "process" collapses into a few tight feedback loops. These are where people give up and call their cousins.
Quote visit ↔ Vague price ↔ Another visit
The visit treadmill. Each quote costs you an afternoon and still isn't firm or comparable — so getting a third opinion means losing a third afternoon.
Cheap quote ↔ Day-of extras ↔ Final price > expensive quote
The lowball loop. The $300 guy ends at $510, past the $500 guy you rejected. The market punishes whoever believes a number.
Zero insurance ↔ DIY photos ↔ Dispute dies anyway
You document everything because there's no protection, then the documentation changes nothing because there's no referee. The distrust compounds into next move's paranoia.
Where ailb takes over (gold)
The strongest opportunities aren't the lifting — that stays human. They're the surveying, specifying, comparing, and refereeing nobody is doing today.
goldVideo survey replaces every quote visit
goldAuto-build the inventory: items, volume, winch & stairs flags
goldLine-item quotes on one identical spec — finally comparable
goldInventory + condition photos = a real written contract
goldMilestone supervision on moving day, with timestamps
goldPayment released only on delivery condition-check
goldBackup crew on standby if they no-show the handover date
The ailb flow — same outcome, 5 steps
What survives after delete → simplify → automate. The trucks and muscles stay human; the chaos around them doesn't.
STEP 1
Film your place
You walk each room with your phone for ~3 minutes and send the video. That's the survey.
→
STEP 2
Agent builds the spec
Item inventory, estimated volume, floor numbers, winch/stairs flags — one written spec both sides can hold each other to.
→
STEP 3
Comparable quotes
Three movers price the same line-item spec, fixed. No visits, no "ya3ne approximately".
→
STEP 4
You pick, agent locks
You choose; the agent fixes date, crew size, and the contract (spec + condition photos + price).
→
STEP 5
Supervised day
Agent tracks ETA and milestones, logs the condition check at delivery, and releases payment only when it passes.
Verdict — should ailb disrupt this?
8/10Pain density
5/10AI collapse ratio
4/10Frequency × market
6/10Demo feasibility by Saturday
The pain is real and the video-survey-to-comparable-quotes idea is genuinely novel — but the heart of the job stays stubbornly physical, people move maybe once every few years, and the trust layer (escrow, condition checks, backup crews) only works with operational muscle ailb won't have for a long time. Recommendation: skip for the hackathon — keep the video-survey concept in the deck as proof the pattern generalizes, and revisit once repair and beauty have built the provider network.