AI Production Readiness

    Your AI feature works in the demo. Is the product around it ready for production?

    A focused product and architecture review for B2B SaaS teams moving AI from prototype, pilot or beta into production.

    Fixed-scope engagements from €3,500.

    Who it is for

    When the question is no longer “can the model do this?”

    The model is rarely the hardest part. The product around it is. The review is useful when:
    • The model or prototype already works.
    • Customers want it, and a pilot or beta is moving towards production.
    • Agent functionality is being introduced.
    • Enterprise customers are asking security questions about the AI.
    • Engineering is running into tenancy and permission questions.
    • The AI bill is becoming material.
    • Product, architecture and engineering decisions are piling up unresolved.

    This is not an ideation workshop. If you are still deciding whether AI belongs in your product at all, a working session is a better start.

    What we assess

    Nine areas, one connected view

    Each area is reviewed against your product, your customers and the way your team ships, not against a generic checklist.

    Product

    • User outcome
    • Use cases
    • Boundaries
    • Failure expectations
    • Customer controls

    SaaS architecture

    • Tenancy
    • Identity
    • Permissions
    • Data isolation
    • APIs
    • Admin controls

    AI architecture

    • Model choice
    • Inference architecture
    • RAG where relevant
    • Agents and tools
    • Memory
    • Orchestration

    Data

    • Customer information
    • Classification
    • Movement
    • Retention
    • Model access

    Evaluation

    • Quality
    • Regression testing
    • Task-specific evaluation
    • Monitoring

    Security

    • Least privilege
    • Prompt and tool boundaries
    • Secrets
    • Injection risks
    • Abuse controls

    Operations

    • Observability
    • Reliability
    • Fallback
    • Incident response
    • Dependency failure

    Europe

    • Processing locations
    • Routing
    • Residency
    • Applicable sovereignty requirements

    Economics

    • Inference cost
    • Attribution
    • Quotas
    • Margins
    • Scale assumptions

    What you receive

    Four deliverables you can act on

    You buy a defined outcome, not hours.

    1.Production Readiness Assessment

    A clear view of what is ready, what needs attention, material risks and gaps.

    2.Target Architecture

    The recommended production architecture and the important boundaries in it.

    3.Decision Register

    The critical decisions, each with recommendation, options, rationale, trade-offs and unresolved dependencies.

    4.90-Day Plan

    A prioritised plan: what happens now, what happens later, ownership and dependencies.
    Fixed-scope engagements from €3,500. Scope agreed after a first conversation.

    If European processing is part of the question

    Many reviews touch on where data is processed. When residency or sovereignty requirements shape the architecture, we bring in our European AI practice.

    Move the feature from prototype to production

    Tell us what you have built and what is blocking release. We will tell you plainly whether a readiness review is the right next step.

    Prefer email? hello@wolknminds.com