Do I ship it?

GamesAutomobile SimAutomobile Sim + Artificial Intelligence

Specimen · observed

Should I ship an AI Automobile Sim?

Automobile Sim + Artificial Intelligence

Only 19 developers shipped an AI Automobile Sim in the last 2 years, too few for firm odds: the middle one made est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method.; the top game by est. revenue, Assetto Corsa EVO, made about est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method.. 17 more are announced.

Verdict: fair, for a 7 / 10 build.

The middle developer here made $3.0k, ×2.0 the market's $1.5k for a 7 / 10 build, with 3 in 10 under $720. Revenue is up 460% on the market; 17 games are announced against 13 developers who shipped in the last year.

Deciding numbers: median 2.0 times the market baseline, revenue up 460% on the market, 17 announced, ×1.3 per developer who shipped in the last year.
Nobody has said they are building this yet.
Automobile Sim + Artificial Intelligence
Fig. 1 · this niche among 16,100
Plate 1 · outcomes, 2 yr n = 19
Median est. gross by half-year cohort, 2023 H1 to 2026 H2: $1.2k → $1.9k → $2.5k → $11k (still earning) → $43k (still earning)
The last cohort is still earning.
Outcomes for Automobile Sim + Artificial Intelligence: Plate 1 · outcomes, 2 yr, n = 19
Bottom 30% $718 (exactly $718)
Median $3.0k (exactly $2,997)
Top 25% $43k (exactly $42,867)
Top 5% $20M (exactly $19,849,036)
Developers, 2 yr 19
Released games 50
Announced 17
Effort 7 / 10
AI-buildability Low
Typical price $7.49

momentum: how a niche's revenue percentiles and developer count moved between two equal, adjacent periods, divided by the market's own move. See method., 12 months: revenue up 460% on the market, supply 115% more developers than the period before.

Free games: 6%, excluded from money figures.

See every window in the explorer →

Plate 2 · systems and tooling

Can AI deliver it?

AI-buildability for this niche is low: the lowest rating among its tags.

Automobile Sim
effort 7 / 10 · low · tyre, suspension and drivetrain simulation
Artificial Intelligence
effort 3 / 10 · high · effort 3 sits in the high band

How the rubric works →

Plate 3 · the cost side

What it takes

Effort
7 / 10 · big single-player or serious online
Systems
Automobile Sim; 8 in 10 of the top 25% also carry Simulation, Driving, Physics
Price point
$7.49 typical · top 25% priced $39.99 or above
Art
6 in 10 of the top 25% ship with First-Person, Atmospheric, Realistic
Plate 4 · demand

Why players buy here

The top 25% priced at $39.99 or above; the middle game at $7.49.

The top 10 games average 61% positive over 17,630 reviews.

Plate 5 · the loss side

What kills games here

Developer outcomes in the last 2 years by share: 3 in 10 under $720, median $3.0k, 1 in 4 over $42k, 1 in 20 over $19M.

3 in 10 developers made under $720. 7 in 10 of the 7 games released 1 to 2 years ago have fewer than 100 reviews. 17 games are announced against 13 developers who shipped in the last year.

Plate 6 · same mechanic, other settings

Adjacent niches

Automobile Sim with a different setting or mood, ranked by verdict then median.

  1. + Split ScreenStrong odds25 devs · median $5.5k · 14 announced
  2. + ZombiesFair10 devs · median $2.1k · 8 announced
  3. + IdlerFair9 devs · median $1.6k · 14 announced
  4. + LogicFair20 devs · median $1.6k · 13 announced
  5. + Multiple EndingsLong shot14 devs · median $1.0k · 12 announced
  6. + Score AttackLong shot38 devs · median $898 · 35 announced
  7. + ArcadeLong shot162 devs · median $774 · 180 announced
  8. + Co-opPoor odds46 devs · median $70k · 60 announced
  9. + Online Co-OpPoor odds40 devs · median $70k · 54 announced
  10. + AutomationPoor odds13 devs · median $35k · 19 announced
  11. + BuildingPoor odds44 devs · median $24k · 89 announced
  12. + TrainsPoor odds20 devs · median $17k · 17 announced

All 92 pairs on the Automobile Sim page

Plate 7 · comparable specimens, by est. revenue

Comparable games

Capsule Game Released Price Reviews Est. copies Est. revenue Developer
Assetto Corsa older $19.99 136,067 92% 4.1M $82M (exactly $81,599,380) Kunos Simulazioni
Assetto Corsa EVO · EA $39.99 16,545 60% 496k $20M (exactly $19,849,036) KUNOS Simulazioni
SimplePlanes older $12.99 9,811 93% 294k $3.8M (exactly $3,823,347) Jundroo, LLC
Redout: Enhanced Edition older $19.99 3,438 84% 103k $2.1M (exactly $2,061,769) 34BigThings srl
TT Isle Of Man: Ride on the Edge 3 older $49.99 653 76% 20k $979k (exactly $979,304) Nacon Studio Milan
Redout 2 older $19.99 1,168 82% 35k $700k (exactly $700,450) 34BigThings srl
City Transport Simulator 2026 - Bus & Tram $39.99 526 73% 16k $631k (exactly $631,042) ViewApp
Little Racers STREET older $5.99 509 84% 15k $91k (exactly $91,467) Milkstone Studios
Touring Karts older $19.99 111 77% 3.3k $67k (exactly $66,567) Ivanovich Games
FPV Labs - Drone Simulator · EA $19.99 104 67% 3.1k $62k (exactly $62,369) FPVLabs
AI Learns To Drive $7.49 208 95% 6.2k $47k (exactly $46,738) ActivationFunction
I Need to Fix My Dream Car (But I Work at a Junkyard) $12.99 110 82% 3.3k $43k (exactly $42,867) GameFactory, Kai
Virtual Driving School $19.99 32 37% 960 $19k (exactly $19,190) CGA Simulation
Delta Manager · EA $12.99 28 92% 840 $11k (exactly $10,912) Fassi Blue
Dropper Factory $3.99 49 91% 1.5k $5.9k (exactly $5,865) Brora
Racer Overdrive $5.99 18 88% 540 $3.2k (exactly $3,235) IntActive
Push It! $9.99 10 100% 300 $3.0k (exactly $2,997) NeuroSlop Studio

Estimates: copies = reviews × 30, gross = copies × list price.