Do I ship it?

GamesAutomationAutomation + Artificial Intelligence

Specimen · observed

Should I ship an AI Automation game?

Automation + Artificial Intelligence

Of 54 developers who shipped an AI Automation 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.. 98 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 $1.7k, ×2.7 the market's $630 for a 6 / 10 build, and 3 in 10 made under $150; 1 in 20 cleared $180k, ×295 the market median. Revenue is up 215% on the market; 98 games are announced against 40 developers who shipped in the last year.

Deciding numbers: median 2.7 times the market baseline, revenue up 215% on the market, 98 announced, ×2.5 per developer who shipped in the last year.
Nobody has said they are building this yet.
Automation + Artificial Intelligence
Fig. 1 · this niche among 16,100
Plate 1 · outcomes, 2 yr n = 54
Median est. gross by half-year cohort, 2023 H1 to 2026 H2: $1.1k → $420 → $8.5k → $6.1k → $150 → $7.2k → $2.7k (still earning) → $1.2k (still earning)
The last cohort is still earning.
Outcomes for Automation + Artificial Intelligence: Plate 1 · outcomes, 2 yr, n = 54
Bottom 30% $150 (exactly $150)
Median $1.7k (exactly $1,676)
Top 25% $19k (exactly $19,272)
Top 5% $185k (exactly $185,338)
Developers, 2 yr 54
Released games 129
Announced 98
Effort 6 / 10
AI-buildability Medium
Typical price $5.99

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 215% on the market, supply 185% more developers than the period before.

Free games: 19%, 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 medium: the lowest rating among its tags.

Automation
effort 6 / 10 · medium · effort 6 sits in the medium band
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
Automation; 6 in 10 of the top 25% also carry Simulation, Resource Management, Strategy
Price point
$5.99 typical · top 25% priced $17.99 or above
Art
4 in 10 of the top 25% ship with 3D, Relaxing, First-Person
Plate 4 · demand

Why players buy here

The top 25% priced at $17.99 or above; the middle game at $5.99.

The top 10 games average 91% positive over 12,517 reviews.

Plate 5 · the loss side

What kills games here

Developer outcomes in the last 2 years by share: 3 in 10 under $150, median $1.7k, 1 in 4 over $19k, 1 in 20 over $180k.

3 in 10 developers made under $150. 8 in 10 of the 20 games released 1 to 2 years ago have fewer than 100 reviews. 98 games are announced against 40 developers who shipped in the last year, ×2.5 per shipper.

Plate 6 · same mechanic, other settings

Adjacent niches

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

  1. + Job SimulatorStrong odds36 devs · median $57k · 31 announced
  2. + Female ProtagonistStrong odds27 devs · median $4.5k · 32 announced
  3. + Open World Survival CraftFair28 devs · median $307k · 37 announced
  4. + HorrorFair19 devs · median $8.0k · 29 announced
  5. + HistoricalFair26 devs · median $7.9k · 24 announced
  6. + UndergroundFair20 devs · median $7.4k · 32 announced
  7. + Class-BasedFair19 devs · median $6.6k · 22 announced
  8. + MiningFair105 devs · median $4.9k · 164 announced
  9. + Auto BattlerFair112 devs · median $4.5k · 153 announced
  10. + ProgrammingFair84 devs · median $3.8k · 102 announced
  11. + FishingFair40 devs · median $3.4k · 46 announced
  12. + Turn-Based TacticsFair28 devs · median $2.9k · 36 announced

All 135 pairs on the Automation page

Plate 7 · comparable specimens, by est. revenue

Comparable games

Capsule Game Released Price Reviews Est. copies Est. revenue Developer
SimplePlanes older $12.99 9,811 93% 294k $3.8M (exactly $3,823,347) Jundroo, LLC
The Farmer Was Replaced $9.99 9,116 95% 273k $2.7M (exactly $2,732,065) Timon Herzog
Screeps: World older $19.99 1,934 86% 58k $1.2M (exactly $1,159,820) Screeps, LLC
Beer Factory older $18.99 1,410 40% 42k $803k (exactly $803,277) MyceliumGames
Main Assembly older $19.99 1,004 83% 30k $602k (exactly $602,099) Bad Yolk Games
GLADIABOTS - AI Combat Arena older $14.99 846 87% 25k $380k (exactly $380,446) GFX47
Ecosystem $19.99 601 76% 18k $360k (exactly $360,420) Tom Johnson
GolfTopia older $19.99 477 95% 14k $286k (exactly $286,057) MinMax Games Ltd.
Crypto Mining Simulator older $4.99 1,419 65% 43k $212k (exactly $212,424) Satosha Nakamoti
Budget Cuts 2: Mission Insolvency older $14.99 460 81% 14k $207k (exactly $206,862) Neat Corporation, Fast Travel Games
Industrial Annihilation · EA $29.99 206 27% 6.2k $185k (exactly $185,338) Galactic Annihilation
Learning Factory $14.99 390 84% 12k $175k (exactly $175,383) Luden.io
Food Processing Simulator $12.99 304 87% 9.1k $118k (exactly $118,469) Bewolba Studios
Widget Inc. $4.99 761 84% 23k $114k (exactly $113,922) Leaping Turtle
Carpet Cleaning Simulator $6.99 508 87% 15k $107k (exactly $106,528) daimaGAME
Rocky Idle $9.99 308 83% 9.2k $92k (exactly $92,308) Rocky Games Studio
Blind Box Shop Simulator $9.99 218 87% 6.5k $65k (exactly $65,335) NovaraGames
Screeps: Arena $19.99 105 82% 3.2k $63k (exactly $62,968) Screeps, LLC

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