Focus
Enterprise LLM Integration
Connect ChatGPT Enterprise, Microsoft Copilot or custom models safely to your identity, data and processes. With SSO, logging and clear data flows.
Artificial IntelligenceFrom prompt
Generative AI & LLM Integration
From prompt
to production.
Safely move ChatGPT Enterprise, Copilot and custom assistants into operations. With retrieval, guardrails and evaluation. Productive over prototype, reliable over impressive.
assistant · grounded
Why it matters
Generative AI is everywhere,
productive rarely.
The step from impressive demo to reliable assistant decides adoption. Without retrieval, guardrails and measurement every LLM remains a black box.
Almost every mid-market company now runs at least one GenAI pilot. The question is no longer whether, but how a pilot becomes a productive tool that business and audit both accept.
We integrate enterprise models, build retrieval augmented assistants on your knowledge base and anchor prompt standards, guardrails and quality measurement. The result: assistants that deliver, not just impress.
Expertise
What we do for
your assistants.
Four priorities that interlock in every GenAI mandate. From integration to quality in operations.
Focus
Retrieval Augmented Assistants
Your own knowledge base as the foundation. Assistants answer from your documents, contracts or processes, with citations and traceable reasoning.
Focus
Prompt Standard & Patterns
Reusable prompt templates, role profiles and versioning. Prompts move from craft object to controlled operational resource.
Focus
Guardrails & Evaluation
Input and output filters, policy checks and continuous quality measurement. Model swaps become configuration, not risk.
Approach
Three stages
from prompt to operations.
Six to twelve weeks depending on integration depth. We work with IT, business and audit in parallel, not sequentially.
01
Discovery
Sharpen use cases, review data and identities, decide model and architecture. Output: target picture, risk assessment and concrete delivery path.
02
Build
Integration, retrieval setup, prompt standards and guardrails. Assistants tested against an evaluation set, not gut feel. Output: production ready assistant.
03
Operate
Monitoring, quality measurement and handover. Your teams maintain prompts, refresh sources and stand up new assistants independently. Output: sustainable operations.
Your value
What you take away
after the mandate.
Assistants that work measurably, and an organization that creates new use cases on its own.
Productive
Pilot becomes operations
Assistants with defined interfaces, roles and monitoring. No shadow tool, but a documented operational standard.
Safe
Guardrails anchored
Input and output controlled, policies enforced, audit trail in place. Acceptance by audit and data protection.
Traceable
Answers with sources
Every statement with provenance. Hallucinations become rare, correction becomes possible.
Scalable
Framework over one-off
New assistants ride the same platform with the same standards. Growth without sprawl.
Discovery Call
Ready for productive assistants?
30 minutes. Initial assessment of use case, data foundation and integration path. No commitment.