⚠ Pre-class → post-play delta (classifier calibration, §1 v1.2): from name+description I pre-classified it as FLIPPER + repair-minigame ("buy damaged cars, fix, sell"). Wrong. Cars come from RNG containers (not bought damaged), and "repair" is a bolt-fuelled VALUE pump, not damage repair. The core is a container gacha (ROLLER) with level-gated odds. Classifier lesson: "buy damaged cars, repair them" in the description is marketing that masks a gacha core. Name+desc alone → wrong genre.
§0 IP-risk: EXPOSED. Cars are thin reskins of real brands: Panomi Zordo=Pagani Zonda, Marcalen-Denz A500=Mercedes, Nikken Starline S340=Nissan Skyline, Womansory=Mansory. Takedown risk (auto manufacturers litigate) + opportunity (if banned, their traffic looks for a home). Watch: description edits / brand disputes.
CCU 9,180👍 93% (41.6K↑/3.1K↓)visits 37.8M⭐ 83.4Kage 145 dupdated 2026-07-17server 14
§0 Metadata
OBSERVED Sessions: 1 · 38 min (PC). ⚠ Below Annex A minimum (2 sessions / 45+ min) → actual tier Scout+ → Full (provisional); needs 1 more session (mobile + §18 gaps).
Metrics at capture: CCU 9,180 · visits 37.8M · likes 93% (41,595↑ / 3,110↓) · favorites 83,430 · age 145 d (created 2026-03-05) · updated 2026-07-17 · version v1.4.3.
Why selected: velocity (9K CCU in the 2–15K sweet spot, young) + car-flip skin = direct reference for our Sell Cars.
§1 Identity & classification
Fantasy: "turn rusty wrecks into legendary cars, build a car empire" (title/description promise).
Genre: container-gacha × idle-tycoon × car-collection (marketed as a "car flipping simulator").
Novelty verdict:(b) unfilled combo — a ROLLER gacha feeding a pump-and-sell economy with level-gated odds, skinned as "car flipping." Mild novelty; the skin (reskinned supercars) is the distribution hook.
2-min pre-class:FAILED — see delta above. Name+desc leads to FLIPPER; reality is a ROLLER gacha.
OBSERVED Beat-by-beat: walk to a container (fills over time, incl. offline) → claim/open (progress bar) → car reveal (rarity by odds) → "repair"/pump (press repair → spends bolts → car $ value rises, +MaxSpeed, +Storage) → drive to Auction and sell → cash.
The ONE core mechanic: claiming containers + pressing "repair" to pump value. Exact input: walk to a box → it auto-fills → claim; in the garage press the repair button (spends bolts) repeatedly. Why it feels good: rarity-reveal drama + number-go-up (value climbs). Skill: minimal (idle/gacha); optimization = what to pump and when to sell/level.
Two currencies:$ cash (from selling cars; caps by level) + bolts/parts ("Common Car Parts"; regen 1/s, cap 200→600→1,800 by level; spent to pump value).
OBSERVED pump: press repair → "−10 Common Car Parts" → car value +240 (4,440→4,680$) + MaxSpeed + "+400 Storage". Bolts convert to value.
§6 — pump menu: "−10 Common Car Parts", +400 Storage, value climbs (4,440→4,680$).
§7 Randomness & reward systems
OBSERVED There are TWO gacha layers: free level-gated containers (rarity table in §5) and Robux store containers (per-car odds — full matrix in the Appendix). Tuning kits (Robux, give ×10 parts):
Kit
Price
Top-two part rarities (×4 types: Engine/Nitro/Brakes/Turbo)
Store car-containers (per-car odds, by rarity of the car): Common 19 · Uncommon 39 · Rare 59 · Epic 99 · Legendary 199 · Mythical 599 R$ — full matrix in the Appendix.
"CHANCES X1→X5" — a rotating luck multiplier (timers ~90s–8min) that temporarily boosts odds → pressure to open during X5.
Pity/guarantees: [UNOBSERVED] (except the +1 guaranteed part on Epic+ kits). First-pull: honest commons (per L1 95%).
§7/§11 — Uncommon Tuning Kit for 49 R$: Uncommon parts 7.5%×4, Common 15.125%×4. Frame 00:14:21.§7 GIF — container open (rarity reveal) — the signature moment. ~16:51.
§8 Juice & feedback
Signature = the container-open (rarity colour flash). OBSERVED BUT tester: "animations are simple", "the car just pops in with no animation" — no shake/particles on pump/sell.
Juice = a weakness. Value number-popups exist; no full-screen celebration/ceremony. Sound/ASMR [UNOBSERVED specifics].
Juiciest moment: the Mythical (red) flash — but underwhelming per the tester.
§9 Social & competitive
OBSERVEDMONEY LEADERBOARD in-world (names + $) — manufactures envy (rich players' totals visible). Server 14; other players visible at containers.
Racing — the only competitive layer (checkpoint races, up to 10 players; sit in the car → start). Race reward 1,000$ (low → racing is minor).
PvP/trade/gift: [UNOBSERVED] / none.
§9 GIF — checkpoint race (the only competitive layer, reward 1,000$). ~33:47.
Update cadence: updated 2026-07-17 (11 days before capture); "[NEW CARS]" in the title → content drip. Codes tab (like-milestone codes, e.g. "35KLIKES" → next at 40K likes).
Pressure curve: moderate-aggressive. Spikes at the bolt wall (~26 min) and in CHANCES-X5 windows. The whole loop is gacha → whales buy kits + direct Mythical cars (1999) + bolts.
Whale buys: Mythical car 1999 R$ (instant top rarity) + Mythical Tuning Kit 699 (repeatedly for parts) + Garage plus 399 (slots).
Robux/DAU estimate (§11 benchmark):INFERRED CCU 9,180 → DAU ≈ 100–130K (idle overlap). Revenue [UNOBSERVED — no RoTrends Pro]. Monetization density (gacha kits + direct Mythical 1999 + bolts + 4 passes + level-gated odds + CHANCES-X + bolt wall) → above the 1.0 norm; estimate ~1.2–1.8 R$/DAU, below top-tier 2.0 (thin juice/retention cap whale depth). Confirm in §19.
§12 UX, controls & presentation
OBSERVED PC: WASD (driving), click UI, walk to containers. Mobile [UNOBSERVED — test next session].
HUD: top bar (cash + buy), bolts/money/level bars bottom-centre, zone teleports left, container-odds panel. Readable ("open box → car → sell").
Friction: Store scroll is janky (Roblox scroll jank); mid-game "hard to find where to upgrade". Tutorial present but skippable.
Performance: fine on PC; in races "the camera jumps a bit".
§13 Distribution & meta
Title "Car Flipper [NEW CARS]" + car icon + thumbnail (reskinned supercars) → promise = flip cars for profit; CTR via "[NEW CARS]" + car-porn.
Description = the "buy damaged, repair, sell" marketing (masks the gacha). Maturity: Minimal. Like-milestone codes → viral like-loop.
[UNOBSERVED] Discord — JOIN NEXT (Annex A): member count + update log to correlate which update preceded the CCU jump.
Ban/takedown watch: IP-EXPOSED (real brands) → elevated risk; watch description edits/disputes. No ban history seen.
Our team: the core (container gacha + pump-sell + level-gated odds + store) ≈ 2–3 dev-weeks reskinned; the real cost is 100+ car models (asset volume). Very buildable — it's a reskinned ROLLER + idle economy.
§15 The "why it works" thesis
1–3 decisions: (1) level-gated rarity odds — the whole game is "level up to unlock better boxes," a clean endless compulsion ladder (Mythical always just out of reach). (2) Reskinned-supercar skin — free distribution via recognizable Pagani/Skyline as gacha prizes (thumbnail + aspiration). (3) "Flipping" marketing over a gacha core — sells as a wholesome flip-sim, plays as a container gacha (broader appeal + hides RNG spend).
Dopamine clocks: container timers + CHANCES-X rotation + bolt regen + dailies + level bar + offline = 5–6 clocks at once; never "done."
Novel vs genre: level-gated ROLLER + flip-skin is a fresh wrapper on Sol's-RNG gacha. Juice/depth are standard-to-thin.
Thin juice (cheap reveal — a real ceremony would lift spend)
Janky Store scroll; mid-game "where do I upgrade?"
IP exposure (Pagani/Mercedes/Nissan) — don't copy the brand reskin literally
Recombination idea for Sell Cars:Car Flipper (level-gated container odds + parts-pump) × Dealership Tycoon (passive platform income) → a dealership where inventory comes from a level-gated container gacha and you pump & sell. Or × Storage Hunters (blind auction for the container instead of timers).
§17 Rebuild spec (buildability gate)
View/controls: 3rd-person, walk + enter car (WASD). Core: container (timer/offline fill → click to open → weighted-random car by level-gated table) → garage "repair" button (spend N bolts → car.value += k, +maxspeed) → drive to Auction pad → sell (value→cash).
Entities: containers (spawn on timers per zone, rarity-tagged), cars (rarity + value + maxspeed), tuning parts (rarity), zones (Suburbs/Junkyard/Auction).
Win/fail/restart: no fail, idle progression. Min juice: rarity flash + value tick + sell cash-burst (make it BIGGER than the original). Hub one-liner: "Open level-gated car boxes, pump their value with parts, sell for cash, level up for rarer boxes."
§18 Gap list (drives re-capture)
Mobile play — controls/UX (re-capture)
Lower part-odds tiers inside the tuning kits (only top-2 visible per screen — needs scroll) (re-capture)
Store-container odds for Legendary/Mythical top/bottom bands, and free-container odds at Lvl 3+ (when Legendary/Mythical > 0%) (re-capture)
Rebirth/prestige existence; exact parts→value formula by rarity (re-capture)
Discord: member count + update log to correlate with the CCU jump (watch — join)
Revenue/DAU actuals for the Robux/DAU benchmark (watch)
2nd session for the 45-min / 2-session minimum (re-capture)
§19 Outcome tracking (filled later)
At capture: CCU 9,180 / visits 37.8M / 2026-07-28. → 7-day / 30-day check-ins TBD.
§15 thesis: level-gated + reskin should sustain/grow if update cadence holds; IP risk is the tail hazard.
Annex B self-score: ~19/20 → MERGE. (1) core 2 · (2) 10-sec timings 1 (not every beat second-precise) · (3) odds/prices 2 · (4) economy+Robux/DAU 2 · (5) FTUE 2 · (6) juice 2 · (7) thesis+novelty+IP 2 · (8) rebuild 2 · (9) gaps 2 · (10) recombination 2. Caveat: capture = 1 session/38 min (below the 2/45 protocol minimum) → close with a 2nd session per §18.
App. Full number sheet + takeaways
All Robux prices (R$ ⬡) eye-verified from frames — OCR added a spurious "0" next to the Robux icon. $ = in-game cash. Standalone sheet: car_flipper.numbers.html.
Store car-containers (Robux) — odds matrix "container × car rarity":
Container
Mythical car
Legendary
Epic
Rare
Uncommon
Common
Common · 19 R$
—
—
0.003%
0.053%
0.500%
4.939%
Uncommon · 39 R$
—
—
0.006%
0.105%
2.500%
2.656%
Rare · 59 R$
—
0.008%
0.016%
0.522%
1.579%
3.000%
Epic · 99 R$
0.011%
0.111%
0.250%
0.484%
0.845%
3.421%
Legendary · 199 R$
0.111%
0.833%
0.968%
3.105%
—
—
Mythical · 599 R$
1.667%
2.917%
1.613%
—
—
—
Ranges: Common/Uncommon = Common→Epic · Rare = Common→Legendary · Epic = all 6 · Legendary = Rare→Mythical · Mythical = Epic→Mythical. Verified by tile colour (re-checked each container's open frame). "—" = that rarity is not in the container.
Gamepasses — Car tracker / X2 Streaks / VIP / Garage plus
99 / 99 / 299 / 399 R$
💡 Takeaways from the numbers: (1) all monetization is gacha: containers 19–599, kits 49–699, direct cars 499–1999, cash packs 29–1399. Cash is devalued — top content is Robux-only. (2) The Mythical car is a jackpot locked behind the priciest box: Epic 0.011% → Legendary 0.111% → Mythical container 1.667% (~×10 per tier) — the same ladder holds for every rarity. (3) Pressure: CHANCES ×1→×5 (timed odds boost) + bolt wall + level-gated free-container odds → pushes kit/bolt/container purchases.
Evidence: transcript (voice, timestamps) · 108 screenshots + 89/151 frames on the F10/F9 marks (frames/) · OCR (draft; prices eye-verified) · marks.md (video offsets). Full number sheet: car_flipper.numbers.html. Session: sessions/2026-07-28_car_flipper/.