Let's talk!When you set out to build an AI product, three kinds of partner will pitch you: an agency, a dev shop, and a product studio. They sound interchangeable. They are not - and the difference decides whether you end up with a product or a pile of deliverables.
Here is what each model actually does, how they price, and which one fits the job.
The three models
- Agency - strong on brand, marketing, and design. Great at how a product looks and is communicated; usually subcontracts the hard engineering and does not own what happens after launch.
- Dev shop - sells engineering hours. Give it a detailed spec and it builds to it. Efficient for well-defined work, but the strategy, product decisions, and outcome stay on your side of the table.
- Product studio - owns the outcome end to end: strategy, design, and engineering under one roof, with senior people, aimed at a product that ships and works. You get a partner, not a vendor of hours.
How they compare
- Who owns the outcome: agency - the campaign; dev shop - the tickets; studio - the working product.
- Seniority: agency and dev shop often staff juniors behind an account manager; a studio puts senior people in direct contact with you.
- Handoffs: agency and dev shop split strategy, design, and build across teams; a studio removes the handoffs that lose intent.
- After launch: a dev shop stops at delivery; a studio is accountable for the thing running in production.
What it costs
Price signals the model. Dev-shop work is billed by the hour and scales with headcount. Studio engagements are priced to the outcome rather than to hours, reflecting end-to-end ownership rather than staffing - ask for a proposal scoped to your specific project, since scope is what actually drives the number. The cheapest bid is rarely the cheapest project once a stalled build has to be redone - the reason 95% of AI pilots never reach production, as we cover in from pilot to production.
Which one should you hire
- Hire an agency when the core need is brand, campaign, or marketing site and the technology is light.
- Hire a dev shop when you already have the product and engineering leadership and just need to extend capacity against a clear spec.
- Hire a studio when the product is the point - when you need strategy, design, and senior engineering to move as one and reach production. This is where an AI build usually belongs.
Opal is a creative-AI product studio: senior people, end to end, building AI platforms, MVPs, and interactive experiences that ship. See our work and services, then tell us about your project.
Frequently asked questions
- What is an AI product studio?
- An AI product studio owns a product end to end - strategy, design, and engineering under one roof, staffed by senior people, aimed at software that ships and works in production. Unlike an agency (brand and marketing) or a dev shop (engineering hours against a spec), a studio is accountable for the outcome.
- What is the difference between a product studio and an agency?
- An agency is strongest at brand, marketing, and design, and typically subcontracts hard engineering and stops at launch. A product studio combines strategy, design, and senior engineering to own the working product itself, including what happens after it goes live.
- How much does an AI product studio cost?
- Studio engagements are priced to the outcome rather than by the hour, and anchor higher than dev-shop rates because the scope covers strategy, design, and engineering together instead of hours against a spec. The number depends on the project - ask for a proposal scoped to yours. The trade-off is end-to-end ownership and a product that reaches production instead of a stalled pilot.
- How do we choose between the three?
- Match the model to the job. Agency for brand and marketing with light technology. Dev shop when you have product leadership and just need engineering capacity against a spec. Studio when the product is the point and you need strategy, design, and senior engineering to reach production as one team.