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AI / ML / Generative AI

AI that actually ships — and keeps shipping.

We help product teams move beyond demos: shipping AI features into production with evaluation, observability, and cost discipline built in from day one.

What we do

AI / ML / Generative AI capabilities

LLM integration & RAG

Retrieval-augmented systems over your documents, support tickets, and internal data — with grounded responses and clear citations.

Agents & copilots

Task-specific agents and copilots that take action: search, summarize, draft, route, escalate. Designed with humans in the loop.

Custom ML models

Classification, ranking, recommendations, forecasting, and structured-data prediction — owned models when LLMs aren't the right tool.

AI features inside your product

Search, summarization, smart suggestions, content generation — embedded into your product UX so users feel the benefit, not the technology.

What you get

Deliverables we hand over.

Every engagement includes documented artifacts your team can own and extend after we're gone.

  • Use-case shortlisting and feasibility report
  • Working prototype on your real data
  • Eval harness with task-specific metrics
  • Production deployment with cost & latency monitoring
  • Guardrails for content safety, PII, and prompt injection
  • Documentation, runbooks, and team enablement

Tools we reach for

The stack, demystified.

Pragmatic and modern — we pick boring tools where they win, and new tools where they earn it.

Model providers

    Anthropic Claude
    OpenAI
    Google Gemini
    Open-source (Llama, Mistral)

Frameworks

    LangChain
    LlamaIndex
    Inngest
    Vercel AI SDK

Vectors & data

    pgvector
    Pinecone
    Weaviate
    Chroma

Ops

    Langfuse
    Helicone
    Braintrust

How we work

A process built around transparency.

Predictable rhythm, weekly demos, honest trade-offs. Five phases, shaped to your stage and team.

Discover

We map your goals, constraints, and existing systems through working sessions with your stakeholders.

Design

Architecture, UX, and delivery plan are designed together — so engineering choices serve product outcomes.

Build

Sprints with weekly demos, clean code, automated tests, and a transparent backlog you can see at any time.

Launch

Hardening, performance work, security review, and a launch plan — including monitoring, rollback, and on-call coverage.

Scale

Ongoing engineering partnership: new features, cost optimization, observability, and growing the platform alongside your team.

FAQ

Questions buyers usually ask.

Different question? Send it our way — we answer every enquiry within two business days.

Ready when you are

Have an idea or a roadmap? Let's talk.

Tell us about your goals and we'll come back with a focused, written response — and a path forward — within two business days.

Or email us directly at vericxglobal@gmail.com