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Aquaculture Simulator cover art
Games/Upcoming/Indie/Aquaculture Simulator
Release: 2026

Aquaculture Simulator

by Kellwright Studios·Indie, Simulation, Strategy

AI helped create fish models, a facility hall, tanks and some in-game text.

Art (Partial)Writing (Partial)
Wishlist on SteamShare
OverviewSummaryHow AI is usedGrowthRankingsDeveloperSimilar games
Aquaculture Simulator

Overview

PlaytestTrailerPlaytestTrailer

Trout pay by the kilo. Koi pay by the eye. A young koi only half-shows what it will become — seeing it early, and culling the rest, is the job.

SimulationAgricultureTime ManagementShop KeeperSandboxCapitalismManagementStrategyAnimalsSingleplayer

Summary

Steam followers—Counting followersSteam · public
Followers 24h—Tracking since Sep 23, 2026Steam · daily
7-day growth—Tracking since Sep 23, 2026Sep 18 – Sep 24
Wishlists—Waiting for the follower countGameDB estimate

AI disclosure

How AI is used

Source: Steam AI disclosure · checked Sep 24, 2026

GameDB AI label

AI in 2 of 8 areas
  • In-game AINot used
  • CodeNot used
  • ArtPartial
  • Music & SFXNot used
  • VoiceNot stated
  • WritingPartial
  • TranslationNot stated
  • MarketingNot stated
ArtPartial

Generative AI created the fish models, facility hall and tanks, which were integrated by hand.

WritingPartial

An AI language model helped write some in-game text, including the tutorial and customer emails.

Not used, per the developer
In-game AICodeMusic & SFX
Not mentioned
VoiceTranslationMarketing
Read the full disclosureQuoted from the Steam store page

Some of this game's assets were created with generative AI tools and then integrated by hand: the fish models, the facility hall, and the tanks. Some in-game text, the tutorial and the customer emails, was written with the help of an AI language model. All other assets (music, sound, icons, textures, remaining UI) are hand-made or CC0. Every game system, the water simulation, koi grading, economy, customer and calendar logic, is hand-written code. No generative AI runs at runtime; nothing is generated live while you play.

CorePartialAssistPlaceholder

Followers

Growth

Steam followers

Daily snapshot of public Steam data

Collecting dataGameDB started tracking this game on Sep 23, 2026. The chart fills in as daily snapshots arrive.

Upcoming chart · Sep 18 – Sep 24

Rankings

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Upcoming games rank by Steam follower growth over the last day and week, weighed against the audience they already have. Released and upcoming games are charted separately; estimates and stars are never mixed in.

Made by

Developer

KS

Kellwright Studios

Developer on Steam

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Made by

KS

Kellwright Studios

Developer, self-published

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Game info

Developer
Kellwright Studios
Release
2026
Genres
Indie, Simulation, Strategy
Platforms
Windows
Steam app
4969230

Share a milestone

GameDB.aiSep 18 – Sep 24
★
AI game on GameDB.aiAquaculture SimulatorSee how it’s made on GameDB.ai
gamedb.ai/g/aquaculture-simulator

Sources

  • Steam store pageDescription, media, AI disclosure, developer links
  • Steam followersPublic data, refreshed several times a day
  • GameDB starsOne per account