Enterprise AI · LLM services

Enterprise AI
that ships.

WinTech designs, builds and runs LLM applications, knowledge systems and AI agents that deliver measurable results, from first audit to production.

WINTECH // SHOWREELLIVE

// 01 · Services

From idea to production AI.

Six capabilities that cover the full lifecycle, so you work with one accountable team.

01

LLM Applications

Production-grade assistants and copilots built on the best-fit model, with streaming, tool use and observability from day one.

02

RAG & Knowledge Systems

Turn contracts, wikis and tickets into grounded, cited answers with secure retrieval and access control.

03

AI Agents & Automation

Multi-step agents that act inside your CRM, ERP and support stack, with human approval where it matters.

04

AI Strategy & Readiness

A focused audit of data, risk and ROI that ends in a ranked roadmap, not a slide deck gathering dust.

05

Evals & Guardrails

Test suites, red-teaming and monitoring so quality and safety are measured, not assumed.

06

Deployment & MLOps

Run on your cloud or VPC with cost controls, model routing and clean handoff to your team.

// 02 · How we work

Four steps. Measurable at each one.

One task, clear owners, and a decision point before every stage.

  1. STEP_01

    Discover

    Map workflows, data and risks. Pick the use case with the clearest payoff.

  2. STEP_02

    Pilot

    Working prototype on your real data in weeks, judged against agreed metrics.

  3. STEP_03

    Production

    Harden, integrate, secure and ship with evals and rollback in place.

  4. STEP_04

    Operate

    Monitor quality and spend, iterate, and train your team to own it.

// 03 · Trust

Built for real work, with control.

Every item below is a design decision you can verify in your own environment.

Your data stays yours

We never train models on client data. Retention is configurable or zero.

Runs in your environment

Deploy in your cloud account or VPC with your identity and access controls.

Human in the loop

Approval steps for sensitive or irreversible actions, with full audit trails.

Model-agnostic

We pick and swap models per task so you are never locked to one vendor.

Measured quality

Every release is gated by evals on your own test cases.

Transparent cost

Usage and spend are visible, capped and attributed per workflow.

// 04 · Use cases

Where AI pays off first.

◆

Customer Support

Draft replies, triage tickets, deflect repetitive questions.

◆

Operations

Extract, reconcile and route documents and requests automatically.

◆

Sales & Marketing

Research accounts, personalize outreach, summarize calls.

◆

Legal & Finance

Review contracts, flag exceptions, answer policy questions with citations.

// 05 · Engagements

Start small. Scale what works.

Fixed-scope entry points. Tell us your goals and we'll propose the right one.

1-2 weeks

AI Audit

  • ✓Use-case discovery & scoring
  • ✓Data and risk review
  • ✓Ranked roadmap with ROI
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4-8 weeks

Pilot Build

  • ✓Working prototype on real data
  • ✓Evals and success metrics
  • ✓Architecture for scale
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Ongoing

Retainer

  • ✓Dedicated AI engineering
  • ✓Monitoring and iteration
  • ✓Team enablement
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// 06 · FAQ

Frequently asked questions

What does WinTech do?+

We design, build and operate AI systems for businesses: LLM applications, retrieval over your knowledge, and agents that automate workflows.

Which models do you use?+

Whichever fits the task and your constraints: leading hosted models or open models running in your own environment. We stay model-agnostic.

Will our data be used to train models?+

No. We configure providers with zero-training terms and can keep everything inside your cloud account.

How fast can we see something working?+

Most pilots reach a working prototype on your real data within a few weeks of kickoff.

How do you measure success?+

We agree on metrics up front, such as accuracy, time saved and cost per task, and gate each release with automated evals.

How do we get started?+

Book a call. We'll discuss your goals and propose a short audit or pilot with a fixed scope.

// Get started

Give us the first workflow you want off your plate.