Ask a room full of AI vendors to show you their work, and most of them will show you a demo. Ask AI Game Development company to show you a system currently running in a live game with real players depending on it, and the room gets noticeably quieter. That single question filters out more unqualified candidates than any technical interview ever will.
Demo-Ware Versus Production Systems: Learn to Spot the Difference Fast
- Ask for a URL or live build, not a video or slide
- Ask how long the system has been running and what changed since launch
- Ask what broke after real players started using it
- Be skeptical of blanket NDA excuses
The Vendor Model That Actually Fits Your Situation
| Model | Scope | Best Fit | Key Risk |
| AI agency | A slice | Specific gap, in-house integration | You become the integrator |
| Implementation studio | Full outcome | No in-house AI team | Higher upfront cost |
| Freelancer | Contained task | Single feature | Burden lands on you |
| Internal hire | Ongoing capability | Long-term competitive core | Highest fixed cost |
Technical Depth: Questions That Separate Real Expertise From AI-Washing
- What model or architecture powers this, and why?
- How do you measure output quality?
- What is the fallback when the model produces something wrong?
- Can you explain overfitting, bias, or inference latency in plain terms?
- Who has hands-on production experience with AI systems?
Red answers: “basically hallucination-free,” “latest model so quality isn’t a concern,” generic value statements with no specifics.
Artificial Intelligence Game Studio Red Flags Worth Knowing by Heart
- A fixed-price quote minutes after hearing your idea
- Pitch leads with the model name, not your problem
- No questions about your players or goals
- “200 developers” as the opening credential
- Refusal of any code or repo access
- Vague answers about data processing
Portfolio Review: What Actually Counts as Evidence?
A polished case study tells you the marketing team is competent, but nothing about the actual developers who wrote the code. Push for specific technical decisions, named individuals, evidence of iteration, and honest acknowledgment of limitations.
Evaluating an Artificial Intelligence Game Studio’s Communication Style Early
How a studio explains basic concepts, and how it responds to a genuinely uninformed question, previews what the actual working relationship will feel like.
AI Game Developers: What Team Composition Should Actually Look Like?
- At least one team member with real production ML engineering experience
- A data engineer if custom training data is involved
- Someone specifically responsible for evaluation, not folded into general QA
- Game industry context alongside AI expertise
Custom AI Games: Evaluating a Studio’s Actual Build-Versus-Buy Judgment
A studio confident in its expertise will sometimes recommend against building something fully custom. That willingness to talk you out of overspending is itself a meaningful signal.
AI Development Services Worth Scoping Explicitly Before Signing
- Discovery and feasibility assessment
- Prototype or proof-of-concept development
- Full implementation
- Evaluation framework design
- Ongoing monitoring and retraining support
- Clear guidance on operational cost structure
Confirming Post-Launch Support Is Actually Part of the Deal
Is retraining included, or a new contract? How will you know if quality is degrading? What does an ongoing retainer actually cost?
Intellectual Property, Data, and Contract Terms Deserve Real Scrutiny
Confirm explicit ownership of model weights, not just application code. Confirm your data won’t train models for other clients.
How Cobweb Games Approaches AI Game Development Partnerships?
Cobweb Games‘ AI game development practice treats evaluation criteria and ongoing operational cost as explicit parts of every discovery conversation, not details raised only once a client asks.
Frequently Asked Questions
How long should evaluating an AI game development company realistically take?
Three to six weeks, ideally including a small paid prototype phase.
Is it reasonable to ask a studio to prove their evaluation process before signing?
Yes, and any confident studio should welcome the question.
Should I be concerned if a studio recommends against building a fully custom AI system?
No, this is often a positive signal.
What is the single most important question to ask before hiring any AI game development company?
Show me something you built that is still running in production with real users, not a demo.
