# Perceptron - An Idle Game — Neural Network Idle Sim > Idle simulation game focused on building and training a neural network. (iPhone/iPad app by Andrew Zuo.) - Source: https://appshunter.io/ios/app/perceptron-an-idle-game/id1537908817 (this page in markdown: same URL + `.md`) - Developer: [Andrew Zuo](https://appshunter.io/developer/1537908819) - Category: Games, Simulation - Price: Free with in-app purchases - Rating: 4.60/5 from 1,034 App Store ratings · 95 written reviews indexed - Age rating: 4+ - Requires: iOS 13.0 · 39 MB - Languages: American English - Released: 2020-11-02 - Data updated: 2026-09-02 - Monetization: free with in-app purchases - User reviews in markdown: https://appshunter.io/ios/app/perceptron-an-idle-game/id1537908817/reviews.md ## What is Perceptron? Perceptron is a new incremental game which is based around the idea of building and training a neural network. The concepts behind a neural network have been distilled to their essence in this idle simulation. Not to say the game is simple. Sure, it starts simple with only nodes, training, and data, but soon balloons into a complex idle game with prestige and upgrades. Not to mention offline support. Take on the role of a young undergraduate student as you become quite the idle tycoon. Perceptron is not just another idle clicker. It was designed around the idea of training a neural network and has taken inspiration from many neural network topics. Who knows, you might even end up learning something. ## Key features - Neural network simulation - Incremental gameplay - Prestige system - Offline progress - Educational concepts - Idle tycoon mechanics ## Pricing and in-app purchases Base price: Free. **One-time purchases** | Purchase | Price | Type | | --- | --- | --- | | Pro Unlock | $5.99 | one-time | | 10 Research Points | $3.99 | one-time | | 30 Research Points | $7.99 | one-time | | 3 Days Worth Of Yields | $7.99 | one-time | | 100 Research Points | $15.99 | one-time | | 60 Research Points | $11.99 | one-time | | 150 Research Points | $19.99 | one-time | | 1 Day Worth Of Yields | $3.99 | one-time | | 6 Days Worth Of Yields | $11.99 | one-time | | 10 Days Worth Of Yields | $15.99 | one-time | | 15 Days Worth Of Yields | $19.99 | one-time | ## What do users think of Perceptron? Overall sentiment: mixed **Pros** - 🚀 Soothing and enjoyable gameplay - 👍 Accessible for VoiceOver users - 💡 Unique and creative design - 👍 Informative and educational - 👍 Offline progress and optional ads **Cons** - 🐢 Excruciatingly slow progression - 🤔 Confusing mechanics and lack of explanations - 🤯 Frustrating prestige system - 🙄 Ads required for core gameplay mechanics - 🐛 Bugs and glitches affecting core functionality **Commonly reported bugs** - Offline progress issues causing negative reputation - Overclock feature not working as expected - Inability to interact with core gameplay elements **Most requested features** - Faster progression and more meaningful progression milestones - Better onboarding and in-game tutorials - More engaging and interactive gameplay elements - Improved prestige system with meaningful rewards - Accessibility improvements for screen reader users ## Recent user reviews (10 of 95) All indexed reviews: https://appshunter.io/ios/app/perceptron-an-idle-game/id1537908817/reviews.md ### 5/5 — Highly Intuitive *2026-07-17, version 2.4.4* Thanks for the fun ### 1/5 — Boring *2026-06-30, version 2.4.4* It’s like watching paint dry. Pacing sucks ### 5/5 — Nerdywish *2026-06-24, version 2.4.4* yourwishismycommand ### 4/5 — Cool sim *2026-06-24, version 2.4.4* But idk why the retrain button doesn’t work on my iPhone 13? Or is there another way to do it? ### 2/5 — Painfully slow progression *2026-05-31, version 2.4.4* After weeks of playing the game the pace is abysmal. I’ve had lots of idle games over the years and they all provide something to DO. This one is so slow that any progress made is done during offline hours. You log in after five hours of waiting and you might be able to incrementally increase your rep rate by 0.0001% (not an exaggeration). Reviews are paid for. ### 5/5 — Novel *2026-03-17, version 2.4.4* Great concept and execution, I love math so this is right up my alley ### 2/5 — Nothing to do *2025-11-15, version 2.4.3* Wait 3 days just to get the the second retrain and 20 upgrades, while doing nothing in between ### 5/5 — A good game to play *2025-08-31, version 2.4.2* I enjoy playing idol games like this, I love the fact that it’s very easy to use for VoiceOver users. It will be nice to see an update, it’s been a while, but on the hole I would recommend this game. ### 2/5 — Underwhelming *2025-08-28, version 2.4.2* I was kinda hoping the nodes and their interactions were meaningful in some way, I was profoundly disillusioned by the fact that they weren’t doing anything much at all ### 1/5 — Miserable pacing, easy to get stuck *2025-05-16, version 2.4.1* This is the slowest paced idle game I’ve ever played. It introduces new ideas just frequently enough to make you think “oh, now it’s going to get good” … but no, each new idea just keeps the pace from slowing down to completely unplayable. Also, the lack of clarity around how key mechanics work makes it hard to understand what correct strategy is in some cases. This is doubly bad because poor strategy can get you stuck, in some cases potentially unfixably stuck. Just avoid this game. Best case, you’ll be bored immediately. Worst case, you’ll be chasing a vision of a fun, well-crafted experience that never quite arrives. ## Frequently asked questions about Perceptron ### What is Perceptron? Perceptron is an incremental idle game where you build and train a neural network. It distills complex neural network concepts into an accessible simulation for players. ### Does Perceptron have ads? Yes, Perceptron contains advertisements. User reviews indicate that ads are sometimes required for core gameplay mechanics. ### Can I play Perceptron offline? Yes, Perceptron offers offline progress. This means you can continue to advance in the game even without an internet connection. ### What devices support Perceptron? Perceptron is available on iPhone, iPad, and iPod. It is designed for iOS devices. ### What is the age rating for Perceptron? Perceptron has an age rating of 4+. This indicates it is suitable for young children and older. ### How often is Perceptron updated? The latest version of Perceptron is 2.4.4, last updated on March 1, 2026. This suggests a recent update, though future update frequency is not guaranteed. ### What do users like about Perceptron? User reviews highlight the soothing and enjoyable gameplay, unique and creative design, and informative educational aspects. It's also noted as accessible for VoiceOver users. ### What are common complaints about Perceptron? Some users find the progression to be slow and the mechanics confusing with a lack of explanations. The prestige system can be frustrating, and there have been reports of bugs and glitches. ## Version history (last 5 releases) ### 2.4.4 — 2026-03-01 - Refactoring - Updated Dependencies ### 2.4.3 — 2025-10-02 - Added a reset progress button - Upgraded dependencies ### 2.4.2 — 2025-07-02 - Minor bug fixes - Upgraded dependencies and Flutter version ### 2.4.1 — 2025-04-02 - More problems and research upgrades - Increased max task difficulty - Increased Flutter version - Upgraded dependencies ### 2.4.0 — 2024-12-12 - More story points, jobs, and upgrades - Refactoring and dropped support for iOS 12 - Upgraded dependencies ## Apps similar to Perceptron | App | Rating | Price | Category | | --- | --- | --- | --- | | [Idle Game 1](https://appshunter.io/ios/app/idle-game-1/id1529082184) | 4.7 (8,313) | Free | Games | | [Idle Lumber Empire - Wood Game](https://appshunter.io/ios/app/idle-lumber-empire-wood-game/id1552153525) | 4.6 (106,992) | Free | Games | | [Idle Miner Tycoon: Gold digger](https://appshunter.io/ios/app/idle-miner-tycoon-gold-digger/id1116645064) | 4.7 (859,438) | Free | Games | | [Clicker Heroes - Idle Slayer](https://appshunter.io/ios/app/clicker-heroes-idle-slayer/id911107930) | 4.8 (12,795) | Free | Games | | [Gold and Goblins – Miner Games](https://appshunter.io/ios/app/gold-and-goblins-miner-games/id1529762599) | 4.4 (41,897) | Free | Games | | [Cookies Inc. - Idle Tycoon](https://appshunter.io/ios/app/cookies-inc-idle-tycoon/id918606368) | 4.8 (6,813) | Free | Games | ## More apps by Andrew Zuo - [Litany Language Learning](https://appshunter.io/ios/app/litany-language-learning/id1568627189) - [Cmd C - An Idle Game](https://appshunter.io/ios/app/cmd-c-an-idle-game/id1606426386) - [Stratum Full Text RSS Reader](https://appshunter.io/ios/app/stratum-full-text-rss-reader/id6445805598) - [Zenith - Unified Email Inbox](https://appshunter.io/ios/app/zenith-unified-email-inbox/id6744852263) All apps by Andrew Zuo: https://appshunter.io/developer/1537908819 ## Related topics [machine learning game](https://appshunter.io/ios/topics/machine-learning-game) · [network game](https://appshunter.io/ios/topics/network-game) · [programming game](https://appshunter.io/ios/topics/programming-game) · [automatic games](https://appshunter.io/ios/topics/automatic-games) · [io games idle](https://appshunter.io/ios/topics/io-games-idle) · [neural network](https://appshunter.io/ios/topics/neural-network) · [free offline games idle](https://appshunter.io/ios/topics/free-offline-games-idle) · [incremental games idle](https://appshunter.io/ios/topics/incremental-games-idle) · [idle game 1](https://appshunter.io/ios/topics/idle-game-1) · [science learning idle rpg game](https://appshunter.io/ios/topics/science-learning-idle-rpg-game) · [simple games idle](https://appshunter.io/ios/topics/simple-games-idle) · [machine games learning](https://appshunter.io/ios/topics/machine-games-learning) · [idle idle gamedev](https://appshunter.io/ios/topics/idle-idle-gamedev) · [hacking games idle](https://appshunter.io/ios/topics/hacking-games-idle) · [clean games idle](https://appshunter.io/ios/topics/clean-games-idle) · [grimoire incremental](https://appshunter.io/ios/topics/grimoire-incremental) · [ai games idle](https://appshunter.io/ios/topics/ai-games-idle) --- *Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-09-02.*