[ AI / Product ]

    AI Product Development Services end to end.

    Full-cycle AI product development services for startups and enterprises — from discovery and ML prototyping to production deployment, MLOps and lifecycle management on web, mobile and cloud.

    DiscoveryPrototypeEvalsProductionise
    0→1

    Specialism

    Eval-first

    Methodology

    Cross-platform

    Delivery

    Senior

    Squads only

    [ What we build ]

    Engineered for scale.

    AI products fail when they're treated like normal software. We treat the model as an evolving asset, evaluation as the first artefact and the user experience as the system that contains the uncertainty. The result: AI features that ship, retain users and get measurably better over time.

    [ Features ]

    CORE capabilities.

    01

    Use-case discovery

    We separate AI-native problems from problems where AI is decoration.

    02

    Rapid prototyping

    Working prototypes in two-week loops, scored against real eval sets.

    03

    Productionisation

    Hardened inference, retries, fallbacks, caching and cost controls.

    04

    Eval & regression

    Golden datasets, LLM-as-judge and human review wired into CI.

    05

    UX for uncertainty

    Interfaces that surface confidence, sources and graceful failure.

    06

    Lifecycle ownership

    Drift monitoring, retraining loops and a roadmap that compounds quality.

    [ Process ]

    HOW WE deliver.

    01

    Discovery & data audit

    We map the use case, evaluate data readiness and de-risk the AI hypothesis before any model work.

    02

    Prototype & evaluate

    Rapid prototypes with structured eval sets so we measure quality before scaling spend.

    03

    Productionise

    Hardened pipelines, guardrails, observability, cost controls and a CI loop tuned for ML.

    04

    Operate & improve

    Drift monitoring, eval regression suites and a roadmap that compounds model quality over time.

    [ Tech stack ]

    Tools we trust.

    OpenAIAnthropicVercel AI SDKLangGraphPineconeModalWeights & Biases

    [ Why this matters ]

    Outcomes you measure.

    • Ship AI features that survive the demo-to-production gap
    • Quality measured continuously, not estimated
    • Costs controlled by design, not by accident
    • A roadmap where each model release is provably better

    [ FAQ ]

    Common questions.

    [ Now booking Q3 2026 ]

    LET'S BUILD
    YOUR AI advantage.

    One async intake, one 30-minute call, one tightly-scoped proposal. No procurement theatre.

    Let's make an impact together.
    sales@seraphic.io

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