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AI game designPATCH 2026.10.26

How to Keep AI-Generated Video-Game Ideas From Sounding Generic

By VGSources Team 12 min read

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AI-generated game ideas become less generic when you give the model a narrow design brief, distinctive project facts, well-chosen examples, a fixed output shape, and at least one critique-and-revision pass. Asking for “more creative ideas” without those constraints leaves the model to reuse familiar genre patterns.

This guide turns that principle into a repeatable workflow for designers, writers, producers, and solo developers. You will learn how to supply useful context, demonstrate the level of specificity you want, expose clichés before they reach a pitch deck, and keep only concepts that have a recognizable audience, situation, tension, and next action.

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Why do AI-generated game ideas sound generic?

Generic output is usually a briefing problem rather than a lack-of-imagination problem. A broad request, missing audience or situation, no examples of the desired standard, and stopping after the first draft all encourage the model to fall back on common patterns.

A broad task leaves too many choices open

“Give me game ideas about productivity” does not identify the player, platform, session length, emotional promise, production limits, or design decision the ideas must support. The model can therefore produce interchangeable concepts that could belong to almost any studio.

Context changes the idea space

Grounding details make a concept belong to your project. A specific location, player behavior, technical limitation, incident, character relationship, or unusual combination gives the model material it cannot replace with a stock fantasy, survival, or puzzle premise. Microsoft’s prompting guidance calls for grounding context, descriptive instructions, clear syntax, and decomposition; OpenAI guidance likewise recommends adding relevant context.

One-pass ideation rewards the first plausible answer

The first list is often a set of safe associations. OpenAI describes prompting as iterative and recommends breaking complex work into focused prompts, then refining the results through follow-up turns. Treat the first response as raw material, not a finished pitch.

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How do I turn an abstract request into a useful game-design brief?

Write the brief as a set of decisions the idea must make. State who the game is for, where and how it is played, what the player should feel or accomplish, what constraints are real, and what evidence would make an idea successful.

Define the audience and situation

Name the player in behavioral terms rather than demographics alone. For example, say “a two-person co-op group that plays 25-minute sessions after work and dislikes inventory management,” not simply “casual players.” Add the moment in which the game will be used: a festival demo, a mobile commute, a living-room party, or a long-form PC campaign.

State the decision the idea must support

Decide whether you need a core-loop experiment, a marketable hook, a narrative premise, a vertical-slice feature, or a low-cost prototype. An ideation prompt that asks for all five at once encourages vague summaries.

Describe the objective and success test

Specify what success looks like: a player can explain the hook in one sentence, a prototype demonstrates meaningful cooperation within ten minutes, or a narrative premise creates a difficult choice without requiring expensive cinematics. The success test gives the model a way to prioritize details.

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List boundaries and production realities

Include platform, rating, camera perspective, team size, engine limitations, art direction, session length, network requirements, content that is out of scope, and any non-negotiable accessibility needs. Constraints reduce room for generic filler and reveal whether an idea is buildable.

Example: broad request versus design brief

Broad: “Give me indie game ideas about productivity.”

Briefed: “Generate concepts for a single-player PC game aimed at night-shift workers who have 20 minutes between calls. The player should regain control of a cluttered virtual apartment through actions that feel calming rather than punishing. The prototype team has one programmer, one artist, and six weeks; use a fixed camera, no procedural dialogue, and one reusable room. Success means a tester can describe the emotional change after one session.”

The second request gives the model an audience, use case, emotional objective, scope, and evaluation criterion. Those details make generic answers easier to detect.

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What project details should I give the model?

Supply facts that are distinctive, relevant, and usable in a design decision. The best grounding material is not a pile of lore; it is a compact set of constraints and observations the model must apply directly.

Useful grounding categories

  • Player language: exact phrases from playtests, community posts, support tickets, or interviews.
  • World facts: a location, historical incident, local custom, or fictional rule that changes what characters can do.
  • Production limits: available skills, asset reuse requirements, target hardware, memory limits, or a fixed prototype date.
  • Existing systems: movement, combat, dialogue, economy, or camera behaviors that the idea must extend rather than replace.
  • Unusual combinations: two mechanics, moods, or settings that are rarely paired, along with why the pairing matters.
  • Known negatives: mechanics, clichés, assumptions, or themes your team has already rejected.

Ask the model to use these details explicitly and to label assumptions. OpenAI API guidance recommends adding relevant context, while Microsoft advises leaving as little as possible to interpretation.

Grounding example

Instead of saying “make a haunted-house game,” provide: “The house is a decommissioned coastal weather station; every room contains equipment calibrated by a different former employee; the player has no combat; storms interrupt power every 12 minutes; our art team can build only six modular interiors.” A useful response should draw on the station, staff, storms, and modular scope rather than merely adding ghosts to a familiar mansion.

How do examples make AI ideas more specific?

Examples demonstrate the target for tone, format, logic, and detail. Google recommends specific and varied few-shot examples with consistent formatting, and British Columbia government guidance explains that one-shot and multi-shot prompts steer tone, format, logic, and edge cases.

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Use a small, deliberate set

Give two to five examples. Include at least one strong example, one weak generic example, and several examples that vary their angle while preserving the same fields. Too many examples can bury the actual instruction; too few may leave the desired standard ambiguous.

Annotate why an example works

After each example, identify the concrete setting, player tension, unusual detail, and feasible next step. The model then sees which properties matter instead of copying surface vocabulary such as “immersive,” “dynamic,” or “next-generation.”

Keep the format consistent

If every example uses the fields audience, tension, mechanic, specific detail, and prototype test, require those fields in the new ideas too. Consistency makes missing information visible.

What output structure prevents interchangeable ideas?

Require a fixed number of concepts and mandatory fields that force each concept to make a different decision. Clear syntax and an output structure make filler easier to spot, a point emphasized in Microsoft’s guidance.

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Recommended fields for game ideation

  • Working title: a temporary label, not a marketing slogan.
  • Audience and play situation: who plays, where, and for how long.
  • Player tension: the opposing desires or risks that create decisions.
  • Core action: what the player repeatedly does, in concrete verbs.
  • Grounding detail: one supplied project fact used directly.
  • Why now: the current design, production, or audience reason to pursue it.
  • Prototype test: the smallest playable experiment and the behavior it should reveal.
  • Execution risk: the main technical, content, or usability hazard.

Ask for a fixed count, such as eight ideas, and prohibit vague benefits. “The player manipulates a failing tidal generator to keep a fishing village lit for one night” is testable; “the player explores a rich world full of meaningful choices” is not.

How should I run a critique-and-revision loop?

Separate generation from evaluation. First ask for concepts, then ask the model to identify clichés, abstractions, repeated angles, unsupported assumptions, and missing specifics before requesting a revised set.

  1. Generate a constrained batch. Require the fields above and tell the model to use the supplied facts directly.
  2. Audit the batch. Ask it to mark phrases that could fit almost any game, repeated mechanics, unearned claims, and concepts that violate the production limits.
  3. Change the angle. Request replacements that alter the player situation, source of tension, or core action, not merely the adjectives.
  4. Rank the survivors. Have the model explain which concepts are most distinctive and why, using the required fields as evidence.
  5. Perform a human review. Test the top ideas with someone who did not write the prompt and record what they can recall after a short explanation.

OpenAI and Google both describe prompting as iterative refinement. A second pass is most useful when it receives explicit failure criteria; “make it better” rarely changes the underlying angle.

How can I test whether an idea is genuinely distinctive?

Keep an idea only when a reader can identify its audience, situation, tension, and concrete next step. Delete or rewrite ideas that could be transplanted to another genre, studio, or person without changing their wording.

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The four-part originality test

  • Audience: Can you name a particular player situation rather than a broad demographic?
  • Situation: Does the setting or use case create a constraint that changes play?
  • Tension: What two goals, resources, loyalties, or risks pull against each other?
  • Next step: What can a team prototype, storyboard, or playtest this week?

This is an editorial test derived from the recurring emphasis on specificity, context, and evaluation in OpenAI, Google, and Microsoft guidance; it is not a published industry metric. Use it to make a decision, not to claim a numerical level of originality.

Remove decorative specificity

A named city or invented faction does not make an idea distinctive if the player still performs the same generic loop. Ask whether each detail changes a rule, choice, resource, or production requirement. If it does not, replace it with a detail that does.

Rank #4

What prompt can I use for less generic game ideas?

Use this template as a starting point, then replace every bracketed field with project information. The sequence deliberately asks for an audit before the concepts and a ranking after them.

Generate eight ideas for [audience] in [specific play situation] to achieve [objective].

Project facts you must use directly:
- [fact 1]
- [fact 2]
- [fact 3]

Constraints: [platform, team, scope, rating, camera, session length].
Avoid: [clichés, rejected mechanics, unsupported assumptions].

Each idea must include:
1. Working title
2. Audience and situation
3. Human tension
4. Core player action
5. One unusual detail from the facts
6. Why it matters now
7. A one-sentence prototype test
8. The main execution risk

First list repeated or generic patterns you will avoid. Then draft the ideas. Finally rank them by distinctiveness and explain the ranking using the required fields.

If the first set is bland, add sharper facts or better examples instead of simply requesting “more creative” output. The model needs a changed decision space, not stronger encouragement.

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Which prompting approaches produce the strongest ideas?

The approaches differ mainly in how much they constrain the model and how deliberately they evaluate the result. Compare them on brief specificity, example quality, grounding context, output structure, and whether a critique loop is built in.

Approach Brief specificity Examples Grounding context Output structure Critique loop Best use
Open brainstorm Low None Minimal Unspecified No Fast vocabulary gathering, not pitch-ready concepts
Constrained brief High Optional Relevant facts and limits Required fields No Generating buildable first drafts
Few-shot brief High Two to five specific, varied examples Relevant facts and limits Consistent fields Optional Matching a team’s tone and level of detail
Iterative studio loop High Examples plus failure cases Facts, playtest language, and constraints Required fields and ranking Yes Selecting concepts for prototypes or pitches

No approach guarantees originality. The table is a decision aid: add the missing axis when the output fails. For example, repeated hooks call for more varied examples or a changed brief; unbuildable concepts call for stronger production grounding.

How do I adapt the workflow to a real game team?

Turn prompting into a shared review artifact rather than an individual chat. A consistent brief and evaluation sheet let designers, writers, producers, and engineers judge ideas against the same evidence.

Before prompting

  • Collect the player language, project facts, existing systems, and hard constraints in one short document.
  • Agree on the decision the session must support: mechanic selection, narrative premise, prototype scope, or pitch refinement.
  • Choose two to five examples that show the desired specificity and include at least one rejected pattern.

During prompting

  • Request a fixed number of concepts and the same fields for each.
  • Require assumptions to be labeled rather than silently invented.
  • Ask for different angles: change the player situation or tension, not just the setting.

After prompting

  • Run the cliché and feasibility audit.
  • Have a human reviewer remove ideas that fail the four-part originality test.
  • Convert the strongest concept into a tiny prototype or written test with an observable success condition.

Ordinary prompting and review are sufficient; a physical product or special course is not required. The value comes from the quality of the brief and the discipline of the loop.

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What should I do when the output is still generic?

Diagnose the failure instead of adding a vague request for creativity. Each symptom points to a different missing constraint.

Symptom Likely cause Correction
Every idea uses the same genre hook The brief names a genre but not a player situation or tension Specify who is playing, what they want, and what prevents an easy solution
Ideas sound vivid but cannot be built Grounding facts and production limits are absent Add team size, reusable assets, platform, time, and a prototype test
Different ideas use identical verbs Examples vary in setting but not in action Supply examples with different core actions and require concrete verbs
Responses ignore your source material The context is too long, unclear, or not tied to a required field List the facts, tell the model to use each directly, and ask it to label unused facts
Revision only changes adjectives The critique does not require a new angle Require a different player situation, tension, or mechanic and explain the change
Concepts repeat familiar claims such as “immersive” The output format allows unsupported benefits Replace claims with an observable behavior, rule, or test result the team can check

How can I avoid unsupported assumptions?

Tell the model what it may infer and what it must not invent. Ask it to separate supplied facts, reasonable assumptions, and open questions in the response.

For example, if you know the game has local multiplayer but have not decided whether it needs online networking, require the model to mark networking as an open question. This prevents a polished idea from smuggling in expensive technical commitments or invented audience evidence.

When a concept depends on a claim about player demand, replace the claim with a test: a short survey, a playtest prompt, a paper prototype, or a store-page message experiment. The model can propose the test, but the team must gather the evidence.

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How should I rank ideas without pretending originality is measurable?

Use transparent criteria rather than a fake originality score. Rank each concept on the five practical axes repeatedly emphasized by prompting guidance: specificity of the brief, quality and variety of examples, amount and relevance of grounding context, clarity of output structure, and whether critique and revision are built in.

Then add project-level judgments: feasibility, fit with the intended audience, prototype cost, and the strength of the player tension. Explain every ranking with a concrete field from the idea. There is no reliable published statistic measuring how often AI-generated ideas are generic, so a numeric industry-wide benchmark would be misleading.

What does a strong final idea look like?

A strong concept makes its difference visible in play, not only in its premise. Consider a brief for a 20-minute game for night-shift workers, built by a two-person team with one reusable room. A generic result might promise a “relaxing productivity adventure.” A more useful result could have the player restore a cluttered apartment by routing noisy appliances through a shared breaker while a sleeping neighbor’s schedule limits which actions are safe.

The second concept identifies the player situation, turns the setting into a rule, creates a tension between progress and disturbance, and suggests a small prototype: one room, three appliances, and a timed noise meter. It is not automatically a good game, but it gives the team something specific to test and revise.

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Frequently Asked Questions

Can I make AI ideas original by asking for a random genre combination?

Random combinations can create novelty at the surface level, but they often produce concepts with no coherent player tension or feasible loop. Use an unusual combination only when it changes a rule, choice, or production decision, then test that consequence in a small prototype.

How many examples should I include in a prompt?

Two to five examples is usually enough to show the desired standard without overwhelming the instructions. Mix strong, weak, and differently angled examples while keeping the output fields consistent so the model learns both quality and variation.

Should I ask the model to role-play a creative director?

A role label can establish perspective, but it does not replace audience, project facts, constraints, or evaluation criteria. If you use one, define the decisions that role must make and require observable evidence for each recommendation.

How do I use AI ideas safely in a team pitch?

Treat generated concepts as proposals that still need human ownership, feasibility checks, and evidence from playtests. Record which project facts shaped the idea and which assumptions remain open so the pitch does not present speculation as validated demand.

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