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LLM Applications
Production-grade assistants and copilots built on the best-fit model, with streaming, tool use and observability from day one.
Enterprise AI · LLM services
WinTech designs, builds and runs LLM applications, knowledge systems and AI agents that deliver measurable results, from first audit to production.
// 01 · Services
Six capabilities that cover the full lifecycle, so you work with one accountable team.
01
Production-grade assistants and copilots built on the best-fit model, with streaming, tool use and observability from day one.
02
Turn contracts, wikis and tickets into grounded, cited answers with secure retrieval and access control.
03
Multi-step agents that act inside your CRM, ERP and support stack, with human approval where it matters.
04
A focused audit of data, risk and ROI that ends in a ranked roadmap, not a slide deck gathering dust.
05
Test suites, red-teaming and monitoring so quality and safety are measured, not assumed.
06
Run on your cloud or VPC with cost controls, model routing and clean handoff to your team.
// 02 · How we work
One task, clear owners, and a decision point before every stage.
STEP_01
Map workflows, data and risks. Pick the use case with the clearest payoff.
STEP_02
Working prototype on your real data in weeks, judged against agreed metrics.
STEP_03
Harden, integrate, secure and ship with evals and rollback in place.
STEP_04
Monitor quality and spend, iterate, and train your team to own it.
// 03 · Trust
Every item below is a design decision you can verify in your own environment.
We never train models on client data. Retention is configurable or zero.
Deploy in your cloud account or VPC with your identity and access controls.
Approval steps for sensitive or irreversible actions, with full audit trails.
We pick and swap models per task so you are never locked to one vendor.
Every release is gated by evals on your own test cases.
Usage and spend are visible, capped and attributed per workflow.
// 04 · Use cases
Draft replies, triage tickets, deflect repetitive questions.
Extract, reconcile and route documents and requests automatically.
Research accounts, personalize outreach, summarize calls.
Review contracts, flag exceptions, answer policy questions with citations.
// 05 · Engagements
Fixed-scope entry points. Tell us your goals and we'll propose the right one.
1-2 weeks
4-8 weeks
// 06 · FAQ
We design, build and operate AI systems for businesses: LLM applications, retrieval over your knowledge, and agents that automate workflows.
Whichever fits the task and your constraints: leading hosted models or open models running in your own environment. We stay model-agnostic.
No. We configure providers with zero-training terms and can keep everything inside your cloud account.
Most pilots reach a working prototype on your real data within a few weeks of kickoff.
We agree on metrics up front, such as accuracy, time saved and cost per task, and gate each release with automated evals.
Book a call. We'll discuss your goals and propose a short audit or pilot with a fixed scope.