Do I ship it?

GamesDrivingDriving + Artificial Intelligence

Specimen · observed

Should I ship an AI Driving game?

Driving + Artificial Intelligence

Of 20 developers who shipped an AI Driving game in the last 2 years: 3 in 10 made under est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method., the middle one made est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method., 1 in 4 cleared est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method., 1 in 20 cleared est. revenue: est. copies × today's US list price; gross, before Steam's cut, taxes and refunds. See method.. 32 more are announced, ×3.6 for every developer who shipped in the last year.

Verdict: poor odds, for a 6 / 10 build.

The middle developer here made $2.7k, ×4.3 the market's $630 for a 6 / 10 build, and 3 in 10 made under $1.5k; 1 in 20 cleared $19M, ×31607 the market median. Revenue is up 1725% on the market; 32 games are announced against 9 developers who shipped in the last year.

Deciding numbers: median 4.3 times the market baseline, revenue up 1725% on the market, 32 announced, ×3.6 per developer who shipped in the last year.
Nobody has said they are building this yet.
Driving + Artificial Intelligence
Fig. 1 · this niche among 16,100
Plate 1 · outcomes, 2 yr n = 20
Median est. gross by half-year cohort, 2023 H1 to 2026 H2: $1.2k → $6.0k → $1.0k → $1.9k → $2.5k → $3.2k (still earning)
The last cohort is still earning.
Outcomes for Driving + Artificial Intelligence: Plate 1 · outcomes, 2 yr, n = 20
Bottom 30% $1.5k (exactly $1,498)
Median $2.7k (exactly $2,697)
Top 25% $44k (exactly $43,827)
Top 5% $20M (exactly $19,849,036)
Developers, 2 yr 20
Released games 74
Announced 32
Effort 6 / 10
AI-buildability Low
Typical price $8.99

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 1725% on the market, supply 20% fewer developers than the period before.

Free games: 15%, 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.

Driving
effort 6 / 10 · low · vehicle handling feel is tuned by hand
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
6 / 10 · full 3D single-player, physics sims, content-heavy RPG
Systems
Driving; 6 in 10 of the top 25% also carry Automobile Sim, Simulation, Open World
Price point
$8.99 typical · top 25% priced $39.99 or above
Art
6 in 10 of the top 25% ship with First-Person, Realistic, Relaxing
Plate 4 · demand

Why players buy here

The top 25% priced at $39.99 or above; the middle game at $8.99.

The top 10 games average 61% positive over 17,752 reviews.

Plate 5 · the loss side

What kills games here

Developer outcomes in the last 2 years by share: 3 in 10 under $1.5k, median $2.7k, 1 in 4 over $43k, 1 in 20 over $19M.

3 in 10 developers made under $1.5k. 9 in 10 of the 14 games released 1 to 2 years ago have fewer than 100 reviews. 32 games are announced against 9 developers who shipped in the last year, ×3.6 per shipper.

Plate 6 · same mechanic, other settings

Adjacent niches

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

  1. + Split ScreenFair54 devs · median $6.0k · 56 announced
  2. + Psychological HorrorFair35 devs · median $5.9k · 43 announced
  3. + IdlerFair16 devs · median $5.5k · 18 announced
  4. + Survival HorrorFair20 devs · median $4.9k · 25 announced
  5. + World War IIFair8 devs · median $4.2k · 9 announced
  6. + MusicFair8 devs · median $2.4k · 10 announced
  7. + ThrillerFair18 devs · median $2.0k · 21 announced
  8. + Interactive FictionFair12 devs · median $1.2k · 13 announced
  9. + LogicFair30 devs · median $958 · 29 announced
  10. + Hidden ObjectFair26 devs · median $897 · 23 announced
  11. + Online Co-OpPoor odds82 devs · median $48k · 157 announced
  12. + AutomationPoor odds24 devs · median $44k · 36 announced

All 130 pairs on the Driving 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
STAR WARS™: Battlefront Classic Collection older $35.01 7,125 23% 214k $7.5M (exactly $7,483,388) Aspyr
RIDE 5 older $49.99 3,368 82% 101k $5.1M (exactly $5,050,990) Milestone S.r.l.
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
Pumping Simulator older $4.99 479 71% 14k $72k (exactly $71,706) Lance 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
PROFITS 2167: Planetary Resource Optimization & Freight Infrastructure Technician Simulator · EA $6.99 209 98% 6.3k $44k (exactly $43,827) Simple Software Solutions
Constracktion $14.99 62 66% 1.9k $28k (exactly $27,881) Lapioware
Virtual Driving School $19.99 32 37% 960 $19k (exactly $19,190) CGA Simulation
Big Mutha Truckers $8.99 39 92% 1.2k $11k (exactly $10,518) Eutechnyx
Racer Overdrive $5.99 18 88% 540 $3.2k (exactly $3,235) IntActive
Speedy 500 $9.99 9 100% 270 $2.7k (exactly $2,697) Dangerous Derk Interactive

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