Prototype to Production Development
We audit an AI-built, no-code, low-code, or conventional prototype, identify what can stay, and harden only the paths real users and data depend on. Authentication, authorisation, payments, data integrity, observability, deployment, recovery, and support become explicit. The audit comes before the fixed production scope.
Bring the problem, the current workflow, or the existing code. We reply with a practical next step within one business day.
The brief
Good software decisions begin with the constraint, not a list of features or a preferred technology.
Does the demo work while ownership, access control, data isolation, payments, failure handling, and deployment safety remain uncertain?
Are you choosing between an expensive rewrite and shipping code nobody has assessed under realistic conditions?
Plain answer
Prototype-to-production development audits an existing demo, keeps sound parts, and hardens the paths real users and data depend on. RaftLabs assesses architecture, access control, payments, data integrity, integrations, observability, deployment, and recovery before fixing scope. A focused production engagement starts around $20,000 after a one-to-two-week audit; findings may justify configuration, repair, or selective replacement.
One person tests the happy path with seeded data. Real launch adds separate users, stale sessions, retries, webhooks, duplicate requests, failed dependencies, support tickets, migrations, and deploys while the system is running. The unseen paths determine whether the prototype can become a product.
The answer is not automatically a rewrite. It is an evidence-backed decision for each part of the system.
Delivery facts
RaftLabs has shipped more than 100 software products since 2015, including systems with payments, integrations, real-time workflows, and sensitive data. That is company-wide delivery evidence, not proof that any generated repository is safe. We do not quote a repair rate or claim that a particular tool always produces the same gap. The audit must examine the build in front of us.
The prototype has validated enough demand or operational value that real users, data, payments, or business continuity now matter.
You can provide the repository, environments, service accounts, dependency inventory, representative data, and access needed for an audit.
A product owner can decide which behaviours must remain and accept a bounded first production cohort.
You are still testing whether the idea or workflow makes sense and can iterate safely inside the prototype tool.
You need a single known defect repaired on an otherwise maintained production system.
The expectation is a production guarantee without repository access, security review, test data, operational ownership, or acceptance criteria.
The repository may need configuration, targeted repair, selective replacement, or a broader rebuild. UI quality alone cannot decide. We score the paths that carry identity, permission, money, durable data, external side effects, and recovery. A technically imperfect internal helper can be acceptable; an attractive multi-tenant product with missing isolation is not.
Decision guide
| Approach | Best when | Constraint |
|---|---|---|
| Keep and configure | Core implementation is sound and gaps are environment or operational setup | Still needs tests, observability, recovery, and ownership |
| Harden selectively | Most product behaviour works but critical paths need production engineering | Interfaces between retained and replaced parts need careful testing |
| Rebuild a boundary | A critical subsystem cannot be repaired safely or economically | Adds migration, regression, time, and change-management risk |
We begin with a live walkthrough, but the assessment goes underneath it. Findings include evidence, consequence, recommendation, priority, dependency, and whether the issue blocks the proposed release. Unknowns stay labelled as unknowns.
Audit scope
Identity and authorisation
Registration, session lifecycle, password recovery, social or enterprise login, role checks, tenant isolation, administrative access, service credentials, secrets, and abusive-use controls.
Data integrity and migration
Schema, constraints, ownership, concurrency, transactions, deletion, retention, imports, exports, seed data, backups, restore tests, and how existing prototype records become production records.
Payments and external side effects
Checkout, subscriptions, invoices, refunds, webhooks, idempotency, email, notifications, AI calls, file processing, and integration retries with reconciliation rather than optimistic UI alone.
Delivery and operations
Environment separation, dependency health, licences, continuous integration, tests, observability, alerts, performance, accessibility, deploy safety, rollback, incident response, runbooks, and named support owners.
Review repository, environments, architecture, dependencies, identity, permissions, data, payments, integrations, tests, deployment, monitoring, recovery, licences, and known incidents.
Reproduce representative user, tenant, payment, concurrency, failure, retry, migration, permission, security, performance, accessibility, deploy, and rollback cases before fixing scope.
Keep sound parts and deliver the agreed access, data, payment, integration, observability, deployment, recovery, tests, documentation, and administrative controls.
Migrate a bounded cohort, deploy safely, monitor real behaviour, and document access, incident, backup, restore, support, vendor, release, rollback, and product-change ownership.
Risk
Scope and price
Start with one critical journey and the access, data, integration, deployment, recovery, monitoring, tests, and operations it needs.
This is an indicative starting point, not a quote or a guarantee that the existing build can be retained. The fixed implementation scope follows evidence from the audit.
Starting investment
Starts at $20,000
The audit usually takes 1 to 2 weeks; focused hardening usually takes 8 to 12 weeks. Material rebuilds, migration, multi-tenancy, native apps, or formal assurance add work.
Retain or replace decisions are documented
The production release includes operations
Prototype Development
Test an idea or workflow before production engineering is justified.
MVP Development
Build a new production release for real users and measurable learning.
Product Discovery
Define the problem, risks, users, and release boundary before development.
Custom Software Development
Build or modernise a broader product beyond the prototype boundary.
Yes, if the audit shows a viable path. We inspect the actual repository, services, data, and deployment before deciding what can stay. The tool name does not determine quality. Some generated code is sound, while some conventional code needs replacement. The evidence drives keep, harden, replace, or defer decisions.
Not by default. A rewrite adds migration and regression risk. We preserve sound interfaces, domain logic, and infrastructure when tests and inspection support them. We replace a part when repair would leave unacceptable security, data, operational, licensing, or maintenance risk, and document why.
A bug fix addresses a known defect. Production hardening tests whether identity, authorisation, tenant isolation, payments, data constraints, integrations, failures, observability, deployment, backups, recovery, and support behave under real conditions. It may uncover bugs, but the deliverable is an operated release and a known risk boundary.
A one-to-two-week audit is scoped first. Focused hardening starts around $20,000 when one journey can be made production-ready without a broad rebuild. Several roles, payments, multi-tenancy, complex migration, AI evaluation, native apps, or material architecture replacement add scope. We fix the implementation price only after the audit.
A focused engagement usually takes 8 to 12 weeks after the audit, access, representative data, vendors, product decisions, and acceptance are ready. Migration, major security remediation, missing ownership, unreliable dependencies, app-store release, formal assurance, or a necessary rebuild can extend the plan.
Work with us
We will inspect the build, surface the hidden production work, and separate what can stay from what must change.