Do I ship it?

GamesRacingRacing + Artificial Intelligence

Specimen · observed

Should I ship an AI Racing game?

Racing + Artificial Intelligence

Of 25 developers who shipped an AI Racing 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.. 33 more are announced, ×2.5 for every developer who shipped in the last year.

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

The middle developer here made $1.4k, ×2.3 the market's $630 for a 6 / 10 build, and 3 in 10 made under $300; 1 in 20 cleared $71k, ×115 the market median. Revenue is up 350% on the market; 33 games are announced against 13 developers who shipped in the last year.

Deciding numbers: median 2.3 times the market baseline, revenue up 350% on the market, 33 announced, ×2.5 per developer who shipped in the last year.
Nobody has said they are building this yet.
Racing + Artificial Intelligence
Fig. 1 · this niche among 16,100
Plate 1 · outcomes, 2 yr n = 25
Median est. gross by half-year cohort, 2023 H1 to 2026 H2: $1.3k → $599 → $238 → $300 → $2.5k → $11k (still earning) → $505 (still earning)
The last cohort is still earning.
Outcomes for Racing + Artificial Intelligence: Plate 1 · outcomes, 2 yr, n = 25
Bottom 30% $300 (exactly $300)
Median $1.4k (exactly $1,436)
Top 25% $11k (exactly $10,518)
Top 5% $72k (exactly $71,952)
Developers, 2 yr 25
Released games 86
Announced 33
Effort 6 / 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 350% on the market, supply 10% more developers than the period before.

Free games: 14%, 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.

Racing
effort 6 / 10 · low · vehicle handling, track content and opponent AI
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
Racing; 6 in 10 of the top 25% also carry Simulation, Automobile Sim, Driving
Price point
$7.49 typical · top 25% priced $19.99 or above
Art
4 in 10 of the top 25% ship with 3D, Cute
Plate 4 · demand

Why players buy here

The top 25% priced at $19.99 or above; the middle game at $7.49.

The top 10 games average 61% positive over 17,118 reviews.

Plate 5 · the loss side

What kills games here

Developer outcomes in the last 2 years by share: 3 in 10 under $300, median $1.4k, 1 in 4 over $10k, 1 in 20 over $71k.

3 in 10 developers made under $300. 9 in 10 of the 14 games released 1 to 2 years ago have fewer than 100 reviews. 33 games are announced against 13 developers who shipped in the last year, ×2.5 per shipper.

Plate 6 · same mechanic, other settings

Adjacent niches

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

  1. + CapitalismStrong odds14 devs · median $8.6k · 7 announced
  2. + ModernFair32 devs · median $3.3k · 34 announced
  3. + TransportationFair39 devs · median $2.3k · 35 announced
  4. + AutomationFair11 devs · median $1.9k · 12 announced
  5. + Grand StrategyFair8 devs · median $1.8k · 7 announced
  6. + Time AttackFair44 devs · median $748 · 42 announced
  7. + Auto BattlerFair11 devs · median $657 · 10 announced
  8. + Time ManipulationFair10 devs · median $599 · 12 announced
  9. + IdlerFair19 devs · median $505 · 13 announced
  10. + Choices MatterFair51 devs · median $449 · 54 announced
  11. + City BuilderLong shot12 devs · median $299 · 9 announced
  12. + Inventory ManagementPoor odds14 devs · median $34k · 37 announced

All 165 pairs on the Racing 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
RIDE 5 older $49.99 3,368 82% 101k $5.1M (exactly $5,050,990) Milestone S.r.l.
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
Pro Cycling Manager 2022 older $39.99 433 85% 13k $519k (exactly $519,470) Cyanide Studio
Pro Cycling Manager 2021 older $39.99 344 77% 10k $413k (exactly $412,697) Cyanide Studio
Little Racers STREET older $5.99 509 84% 15k $91k (exactly $91,467) Milkstone Studios
Dino Ramen Express · EA $14.99 160 72% 4.8k $72k (exactly $71,952) ANTIGames
AI Learns To Drive $7.49 208 95% 6.2k $47k (exactly $46,738) ActivationFunction
Virtual Driving School $19.99 32 37% 960 $19k (exactly $19,190) CGA Simulation
Sex Beats $9.99 62 77% 1.9k $19k (exactly $18,581) Naku Kinoko
Delta Manager · EA $12.99 28 92% 840 $11k (exactly $10,912) Fassi Blue
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
Urban Shadows Racing™ Tokyo $4.99 17 64% 510 $2.5k (exactly $2,545) TechRoar, TechRoarLex

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