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Frequently Asked Questions

What teams ask us before they bring a project.

What the Studio is

What we do, what we are not, and who is behind it.

We already build software in-house. What does Tmob AI Studio do for us?

It takes a software project off your plate and hands it back finished. Tmob AI Studio is an AI-agentic studio: agents scope, build and test around the clock, senior Tmob experts approve every stage, and the finished solution lands in your own systems. It is not a tool your team learns and not a team your team manages; it is the work you would otherwise outsource or leave waiting in the backlog, delivered turn-key.

Is this a tool, a platform or a service?

A studio. You do not buy seats, licences or compute; you bring a project and receive a finished solution. Everything between the two, including the model, the agents and the infrastructure, is ours to run.

Do we have to reduce our own team to use the Studio?

No. The Studio replaces the work you outsource and the queue in front of your team, not the team itself. The gain is calendar, not headcount: the projects that would wait a quarter get delivered in weeks, and your people stay on the work that needs them.

What kinds of projects can you take on?

Any enterprise software project, at any size and any stage: a single feature, a back-office platform, a mobile app, a web solution, an integration layer, or all of it. New or already underway. Design, front-end, back-end and integrations are all inside the same delivery.

Our industry is very specific. How would you know it?

We do not need to know it before we start; we learn it from you during onboarding. The Studio knows how enterprise software gets delivered; your sector rules, systems and constraints are exactly what the AI PM asks you about during onboarding.

Who is behind the Studio?

Seventeen years of enterprise delivery. Since 2009 the team behind the Studio has shipped 300+ projects used by 250M+ people every day, for institutions such as Mastercard, Vodafone, Turkish Airlines, Singapore Airlines, Shell, Turkcell, Carrefour, MediaMarkt and HDI. In 2025 that delivery record became the training data for our own model; the senior experts who shipped that work now sign off every gate.

Where we stand

The three ways to build with AI, and which one we are.

How is this different from vibe-coding tools like Lovable?

Those tools make one slice of the job fast: screens and code appear in minutes. Everything after that stays with your team: integrating, testing, securing, releasing, and the token bill. The Studio takes the whole project and hands back the finished solution; nothing comes back to your team to finish.

How is this different from an on-prem AI software factory?

An on-prem factory is an agentic production line you install and run yourself: your people operate it, your infrastructure carries it and pays for it. The Studio is the other way round: we operate the agents and the experts, you receive the finished solution in your own environment, and the compute never appears on your side.

How is this different from outsourcing the build to a vendor?

A vendor staffs people against your project and bills their time, so speed and quality rise and fall with that team's calendar. The Studio delivers everything an outsourced team would, without its headcount, its man-day calendar or its cost: agents work 24/7, senior Tmob experts sign off every release, and the result is yours on a standard stack with no lock-in.

How it works

From a rough brief to a finished solution in your systems.

We do not have an RFP, an architecture or a specification. Can you still start?

Yes. An idea, a brief, a backlog or something half-built is enough. Getting from that to a buildable scope is the Studio's job, not a prerequisite you have to satisfy first.

What happens after we send a project?

Within 24 hours a senior Tmob expert comes back with the approach, the stages and the plan. When we agree, the project enters the Studio: in onboarding the AI PM reads what is already in your systems, drafts the analysis itself and asks you only what nobody else can answer. You approve the analysis and the work packages, agents build and test continuously, you see and comment on the running solution, and a senior Tmob expert signs off before it lands in your environment.

What do we see and do while you build?

One screen. Your AI PM is available at any hour; it brings the project to you whenever a decision is yours: the brief, its questions, the analysis, your approval, your feedback on the running build, and sign-off. Everything else happens behind that screen, on our infrastructure, and lands in the tools you already use.

Will the AI PM keep asking us questions?

Only for what it cannot find. It starts from your systems and documents, drafts the analysis on its own and comes to you for the sector rule, the business decision or the detail only you know, usually with a suggested answer you can simply confirm. A Tmob producer is alongside you throughout.

Can our business units talk to the AI PM directly?

Yes, once the Studio is set up for you. Marketing, operations or finance can describe a project in plain language; the AI PM turns it into scope and work packages that land in front of your product owner for approval.

What exactly do we receive at the end?

A finished solution running in your environment, together with everything behind it: source code, automated tests, documentation, design assets, deployment configuration and the full project history. Not a prototype, not a repository someone else has to finish.

Speed

How fast it really is, and what happens when scope changes.

How fast is it, really?

Weeks, not quarters. Agents build and test 24/7 with no man-days and no idle time between hand-offs, and the analysis that normally takes months of stakeholder meetings happens with the AI PM instead of around a meeting table.

What if our scope changes mid-project?

Then the scope changes. Add to it, trim it or reshape it whenever your business needs; the AI PM updates the analysis and the work packages, the plan moves with it, and the Studio keeps delivering. No change requests, no renegotiation.

Do you commit to a delivery date?

Yes. Every project enters the Studio with a plan you can hold us to, and a senior Tmob expert owns that plan. When you change the scope, the plan is updated with you in the open, not renegotiated behind a change request.

AI and experts

What the agents do, what the experts decide, and who is accountable.

Is the work done by AI or by people?

Both, by design. AI-agentic teams carry the volume: scoping, designing, building and testing without stopping. Senior Tmob experts own the decisions: every stage is reviewed and approved by a person before it moves. Agentic, not autonomous.

What model runs the Studio?

Our own. It was trained on seventeen years of enterprise delivery, the briefs, decisions, gates and releases of 300+ projects, and it does one job: deliver software. It drives the AI PM and feeds the agentic teams, and it runs on our infrastructure at our cost. No token, licence or compute reaches you.

If AI writes the code, who is accountable for what ships?

We are, and a named senior Tmob expert signs every release. Nothing crosses a gate on an agent's word alone. Accountability sits with the expert who approved it and with Tmob as your delivery partner.

Can we trust AI-built software in production and in regulated systems?

The trust does not rest on the AI; it rests on the process around it. Every change runs through a continuous test loop, every release is approved by a senior Tmob expert against your standards, and the full audit trail lives in your systems of record. We come from banking, insurance, aviation and telecom and build to that bar by default.

Your stack and your data

Where the Studio runs, what connects to your systems, and what stays private.

Where does the Studio run, and where does our solution run?

Your solution runs where you run everything else: your cloud, your on-prem or a hybrid, deployed to your standards and integrated with your systems. The Studio itself, the model, the agents and the compute, runs on our infrastructure; that is why none of it appears on your side or on your invoice.

Does it integrate with the tools we already use?

Yes, and it does not replace any of them. Tasks appear in your Jira or whichever tracker you run, designs in your Figma and your design system, code in your repositories, releases in your cloud. Nothing new to licence, nothing new to learn.

Is our project kept separate from other customers?

Yes. Everything that belongs to your project, from the brief and the decisions to the documents and the code, stays yours and private to you. It is never shared with another customer and never used for anything but delivering your project. Your production data stays in your environment throughout; the Studio works from your scope, your rules and your systems' interfaces.

Is our data or code ever used to train models?

No. Your code, data and project artefacts are used to deliver your project and for nothing else.

What security standards and certifications do you work to?

SOC 2, ISO 27001 and GDPR-aligned delivery, with sector-specific requirements built in for regulated work and a full audit trail in your systems of record. Detailed security documentation and current certification status are shared under NDA; we work under NDAs and data-processing agreements as a matter of course.

Ownership

What you own, and life after delivery.

Do we own the code and the IP?

Fully, from the first commit. Source code, tests, documentation and deployment are yours on delivery; there is nothing we retain, licence back or hold as leverage.

Is there any lock-in?

None. Everything is built on standard technologies with no proprietary runtime and no usage fees, so nothing about the solution depends on us to keep running. Take it in-house, hand it to another vendor or keep working with us; your call, at any time.

Who maintains it after it ships?

Whoever you choose. Because the result is standard and fully documented, your team can own it from day one. If you would rather keep the Studio on for the next projects and ongoing changes, the same delivery runs for a follow-up as for a first release.

Can you keep building after the first release?

Yes. Bring the next project, or extend the current one, and it runs through the same Studio with the same context: the AI PM keeps your project's memory, so a follow-up starts from where the last one ended, not from a blank page.

Cost and getting started

What you pay for, what you never pay for, and the first step.

What are we actually paying for?

A finished solution. One project in, one finished solution out, with a delivery commitment behind it. Not a team, not hours, not tokens.

Do we pay for tokens, model licences or compute?

No. The model, the agents, the tokens and the infrastructure are ours to run, and that cost is ours. There is no usage metering, no model licence and no GPU line on your invoice; your price is the solution.

Is this a subscription?

No. You are not buying seats in a tool or a monthly plan; each project is priced on its own, and the price comes with the 24-hour plan before you commit to anything.

Can we start small?

Yes, and it is usually the best way. Bring one contained project; it goes through the same Studio as a large one and what we deliver is yours to keep. There is no minimum commitment to get to a plan.

Can we see it before we decide?

Yes. In a sandbox session a senior Tmob expert walks you through one of the solutions the Studio has already delivered, from brief to sign-off, inside the Studio. Ask for the one closest to your own project.

How do we begin?

Describe your project in a few sentences, however rough. Within 24 hours a senior Tmob expert comes back with the approach, the stages and the plan. No commitment until you have seen it.

Still have questions?

The fastest answer is a plan for your own project.

Describe it in a few sentences, however rough. Within 24 hours a senior Tmob expert comes back with the approach, the stages and the plan. Or book a call and ask us directly.