AI-Built Product Review
You have a product built with AI
We make sure it’s ready for real users
Sunbytes reviews the code, architecture, security, reliability and deployment behind your AI-built product, then shows you what to fix now and what can wait.
When an AI-built product needs a closer look
A working product can still hide problems underneath. Review it before real users start depending on what AI helped build.
You are getting ready to launch
Your main flows work, but you need to know what could break, expose data or create problems once real users arrive.The product is already live
Users are already relying on it, but the code, architecture, security and deployment setup have never been independently reviewed.AI built more than you can confidently verify
The product works, but you do not have enough technical visibility to know whether the code underneath is reliable, secure or maintainable.Problems keep appearing in unexpected places
Bugs, broken flows or strange behaviour keep surfacing, and you need to understand whether they are isolated issues or signs of something deeper.
One review
Five parts of the product that need to hold up.
| Area | What we look at |
|---|---|
| Security & data | Authentication, permissions, cross-user access, exposed secrets, database rules, sensitive data flows and AI-specific abuse cases |
| Code & architecture | Code structure, dependencies, critical business logic, obvious technical debt, maintainability and architectural risks |
| Reliability & critical flows | What happens when key workflows fail, error handling, dependencies and the parts of the product users rely on most |
| Deployment & operations | Environment configuration, deployment setup, logging, monitoring, rollback and operational visibility |
| Maintainability & code ownership | Documentation, dependencies, test coverage and how safely the product can be changed or handed over |
Not a scanner export
A clear view of what needs attention.
You get the findings, the evidence behind them, and a clear plan for what to fix first.
Clear findings
What we found, why it matters and the evidence behind it.
Prioritized action plan
What to fix now, what can wait and where to start.
Technical handoff
Practical guidance your team or AI coding tool can act on.
From working product to clear next steps
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Step 1: Scope the product
We confirm what was built, who uses it and which parts of product matter most right now.
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Step 2: Review the product
Our engineers review the agreed areas across the code, product behaviour and technical setup.
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Step 3: Prioritize the findings
We separate the issues that need attention now from the ones that can wait.
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Step 4: Fix & re-check, if needed
Your team can make the fixes, or ours can fix priority issues and check them again.
Software engineering and security are reviewed together
Software engineers and security specialists review the same product, so you see more than an automated scan can show.
Software engineering is our foundation
We review your product through the same engineering principles we use to build and maintain production software.
Security is part of the review, not the whole review
Our Secure capability checks access, data handling and AI-specific risks alongside the wider technical setup.
Human review beyond automated scans
Engineers look at how the product actually behaves, not only what an automated tool can flag.
Findings explained in plain English
You see what was found, why it matters, what needs attention now and what can reasonably wait.
Netherlands-led, ISO 27001-certified delivery
Clear accountability from a Netherlands-led team, supported by ISO 27001-certified security management and Vietnam engineering delivery.
Not every product check answers the same question
Automated scans flag known issues. An AI-Built Product Review looks at wider technical readiness. A Penetration Test goes deeper into exploitable security weaknesses.
| Automated scan | Review your AI-Built Product with Sunbytes | Penetration Testing | |
|---|---|---|---|
| Main job | Are known issues showing up? | Is the product ready for real users? | Can security weaknesses be exploited? |
| Focus | Known patterns, dependencies and configuration issues | Product readiness across the agreed technical scope, including security | Security controls, attack paths and exploitable vulnerabilities |
| Human review | Limited or varies by tool | Yes, engineering and security review | Yes, security specialists actively test the products/ application |
| What you get | List of detected issues | Plain-English priorities: what to fix now, what can wait and why | Validated security findings, attack evidence and remediation priorities |
| Best when | You want a fast first signal | You built a digital product with AI and need confidence before launch or wider use | You need a formal penetration test |
Your product proved itself.
Want to make it even better?
Why teams choose Sunbytes
Dutch-led delivery, Vietnam engineering depth, and proven controls for software that must work beyond launch.
15+ years in software delivery
Founded in 2011, Sunbytes brings delivery experience across new products, platform work, integrations, and modernisation.
300+ projects delivered
A broad project track record helps teams recognise delivery risks early and choose a workable scope and operating model.
Dutch-led client governance
A Netherlands-based leadership layer supports clear commercial ownership, communication, and accountability for European stakeholders.
Engineering delivery hub in Vietnam
The Ho Chi Minh City hub provides engineering capability across web, mobile, integration, QA, data, and AI work.
ISO 27001-certified ISMS
Access and information handling operate under Sunbytes’ certified ISMS; project-specific security controls are scoped separately.
Built for long-term ownership
Architecture, acceptance, documentation, and handover are planned around the team that will operate and evolve the software after launch.
15+ years supporting businesses
across 20+ countries
Customer success is our priority
One global site that performs the same in 21 languages
Marketing campaigns outpaced internal dev capacity. Sunbytes took on site performance, DevOps and code review so releases stayed on schedule across every localized version.
600k+ customers served · 21 localized versions · 8 engineers
Price and invoice comparisons automated at scale
Manual price and invoice comparisons were slow and error-prone. Sunbytes built integrated tools to classify pricing data, parse supplier invoices, and automate comparison across vendors.
Up to 800K products · ~150K invoices · 10+ suppliers
One scalable platform supporting 50M+ monthly visitors
Flexpress was managing a growing portfolio of publisher sites across different technologies. Sunbytes consolidated them onto a unified core platform and strengthened the architecture for high-traffic, campaign-driven workloads.
Hundreds of features delivered · 2M+ user ecosystem · 9-person team
A full website relaunch with continuous product evolution
JancisRobinson needed to rebuild and relaunch its website without disrupting ongoing operations. Sunbytes supported frontend and backend development, integrated an AI chatbot, and stayed involved for continuous platform improvement.
Revenue up 25% · 3,005 new users in 2025 · 4-year partnership
From concept to a working prototype in 3 sprints
SandGrain needed to turn its post-quantum authentication concept into a secure, scalable cloud platform without compromising reliability. Sunbytes assembled a seven-person multidisciplinary team and delivered a functional prototype in three sprints.
15 releases · 3,380 test cases · 1,777 automated tests
Keeping high-traffic media platforms moving for six years
Recurrent Ventures managed multiple high-traffic news sites across modern and legacy systems. Sunbytes supported WordPress development, bug mitigation, SEO, DevOps and QA to improve stability, search performance and delivery consistency.
6-person dedicated team · 6-year partnership · Tens of millions of monthly users
Legacy database rebuilt with full migration in five months
3Rs Centre Utrecht needed to modernize a web-based research database running on a non-standard CMS. Sunbytes rebuilt it on WordPress, migrated the legacy data, and improved the user experience.
WordPress rebuild · Full legacy data migration · Delivered on schedule
A delivery partner with proof beyond the project plan
Sunbytes has supported international software delivery since 2011 across hundreds of projects. That experience shapes how scope, ownership, quality, and release decisions work.
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15+
Years building software -
300+
Projects delivered -
20+
Countries
Know what you built before you build more on top of it.
Get an independent view of what is working, what needs attention and what the product needs next.
