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Software development for startups: AI-native MVPs built lean, without architecture debt

For founders who need to launch without architecture debt, Netbase pairs senior discovery with a product squad that can grow as the product does, and tests an AI feature with real users before it scales. A typical SaaS MVP takes 8–12 weeks, reusing productized modules can cut development time by up to 60%, and the code written for you is yours.

Plan my MVP Compare engagement models

Reviewed by David (CEO) · Updated 17 Sep 2026

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Have an idea, a deadline or a prototype that is starting to creak? Plan my MVP with us.

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This is for you if, and when another route fits

Startups and scale-ups, on this page, are teams where the founders still decide most things, the product is new or only recently live, and the architecture chosen now will carry the next few years of growth.

This is for you if…

  • You need a first release real customers can pay for, not a demo
  • There is no CTO yet, or a CTO without a team
  • The product is subscription software that many customers will share
  • A prototype works but will not survive more users

Another route fits if…

  • You only want to test demand; a no-code prototype may be enough for now
  • You run an established business modernizing existing systems (the mid-market route)
  • You need a governed delivery organization for many business units (the global enterprises route)
  • You resell builds to your own clients (the agencies and technology partners route)

Every route is laid out on the client types overview.

Buying triggers and constraints

Founders usually call at one of these moments:

Hard deadline

A funding round, pilot customer or launch date is fixed.

Lost know-how

The technical co-founder or first freelancer leaves with the context.

Prototype strain

The prototype breaks as the first real users arrive.

AI promise

The pitch includes an AI feature nobody has tested with users or costed.

What limits the plan:

  • Runway

    A fixed price paid by milestone, so each payment buys a working release

  • Requirements still move

    Discovery first, then short milestones that leave room to learn

  • No in-house QA or DevOps

    QA and UI/UX sit inside the squad from the start

  • Investors ask about ownership

    Custom IP belongs to you; licensed modules are named up front

Recommended paths by job

Product discovery and roadmapping

A ranked backlog, a release plan and the architecture choices written down

Product discovery and roadmapping

SaaS development

Multi-tenant subscription software, built by a team that runs its own SaaS

SaaS development

SaaS product accelerator

Reusable modules for accounts, billing, roles and integrations

SaaS product accelerator

A dedicated development team

The same people stay on the product as it scales

Fractional CTO and CIO

Technology and AI decisions, hiring and board reporting for 3 to 12 months

Fractional CTO and CIO

Typical timelines: a SaaS MVP takes 8–12 weeks, a mid-tier product 3–6 months. Scope, integrations and how fast you review releases move these ranges.

AI-native MVPs, validated lean

Build AI-native when AI is the product's core job; otherwise add it after launch. Either way, test one AI feature with real users before scaling it, keep the model behind your own API so it can be swapped, and set a model cost per user so bills grow slower than revenue. Each item states how mature it is at Netbase.

Engagement models by stage

  • Discovery and MVP

    Engagement model
    Project-based development
    Commercial frame
    Fixed price after discovery, paid by milestone
  • After launch

    Engagement model
    Dedicated development team
    Commercial frame
    Monthly team retainer
  • Growth with clear product metrics

    Engagement model
    Dedicated team or fully managed delivery
    Commercial frame
    KPI-linked, where success is measured in agreed numbers
  • Stable product, occasional change

    Engagement model
    On-demand support
    Commercial frame
    Agreed per engagement

Most Netbase projects are delivered on fixed-price contracts agreed after discovery. A squad starts small and grows, from 3 to 30 people. Delivery is build-measure-learn: agile milestones end in a release users can try, reviewed weekly with a remote team in Hanoi that works in English. Compare every option on engagement models.

Risk controls

Multi-tenancy, data model and integration choices are settled in discovery and recorded

You own the IP created for you; Netbase modules are licensed one-time or as SaaS, never silently embedded

Licensed modules are listed before the build, and AI models sit behind your own API so providers can change

Milestones end in working software you can show, not in status reports

Code, decisions and runbooks are documented, so the product outlives any one developer

Young green seedling growing from dark soil

Proof we can show today

We do not yet publish a startup case study. These two records show the pieces a startup buys from us.

Printcart. Netbase's own web-to-print and print-on-demand platform turns online orders into print-ready files and routed fulfillment, and runs on a merchant's own store or as Shopify, Wix and WooCommerce apps. It is the multi-tenant SaaS we design, ship and operate ourselves. See the Printcart record.

USticker. For USticker, Netbase upgraded the online design tool and the payment flow. Customers who used the design tool converted 40% more often, and completed designs rose 32% in six months. See the USticker record.

USticker: design-tool customization and secure checkout
USticker: design-tool customization and secure checkout

Design-tool users converted 40% more often; online-order revenue rose 15%.

Keep Reading
Printcart: the web-to-print SaaS Netbase builds and runs
Printcart: the web-to-print SaaS Netbase builds and runs

It covers scope, stack and operation; no performance metric is claimed.

Keep Reading

Plan the next step with a Netbase consultant

Founder FAQ

No. Discovery turns your goals, users and constraints into a first-release scope and a plan.

Usually a fixed price for the MVP, agreed after discovery and paid by milestone, then a monthly team retainer once a dedicated team takes over. We do not publish rate cards.

Typically within 1–2 weeks after discovery.

You own the IP created for you in custom development. Netbase productized modules and Business Division products are licensed, not transferred.

A dedicated team re-plans with you; the backlog changes, the people and the context stay.

Measure cost per user from the first test, cache repeated answers and route simple requests to smaller models, chosen per project.

AI-ready SaaS development from a team that runs its own SaaS AI-ready SaaS development from a team that runs its own SaaS

Netbase provides SaaS development services for founders and product teams to launch and scale multi-tenant subscription software with AI features customers will pay for. We build and operate our own SaaS platforms, Printcart and the AI-powered Cloodo workplace, and bring that operating experience to client products. A typical SaaS MVP takes 8–12 weeks, depending on scope, integrations and review speed.

Learn More
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Product discovery that validates AI features and ends in a release roadmap Product discovery that validates AI features and ends in a release roadmap

Netbase provides product discovery workshops for founders and product leaders to turn a product idea into validated scope, architecture options and a release roadmap. We test the problem with real users, prototype the riskiest flows, check whether planned AI features have the data and accuracy they need, and agree what the first release must prove before anyone commits a build budget.

Learn More
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SaaS product accelerator: launch an AI-ready SaaS on proven Netbase modules SaaS product accelerator: launch an AI-ready SaaS on proven Netbase modules

A SaaS product accelerator is a set of reusable Netbase modules for accounts, billing, roles and integrations that helps founders and product teams launch subscription software faster, with room for in-product AI from the first release. Reusing these productized modules can cut development time by up to 60%, and the approach is proven on Printcart, the web-to-print SaaS Netbase built and operates.

Learn More
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Choose your next step

Tell us the release you need and the date that matters. Plan my MVP with a Netbase account manager.

Contact Netbase

Discuss a project

Netbase JSC helps organizations design, build, modernize, and operate digital products and AI-enabled business systems.
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Get in touch

Tell us what you want to build, modernize, or operate.

Tell us what you want to build, modernize, or operate.

Contact Netbase