Custom LLM Integrations
Your own data, answered accurately.
Retrieval-augmented AI features embedded into your product or internal tools — grounded in your content, evaluated for accuracy, and cost-controlled.
What's included
Concrete deliverables, defined before we start.
Ingestion, chunking, embedding and refresh strategy.
Search plus citations so answers can be verified.
Test sets and scoring to catch regressions before users do.
Caching, routing and model selection to keep bills sane.
How we work
A calm, senior-led engagement from kickoff to launch.
Deep-dive into brand, audience, competition and goals.
Roadmaps, positioning and success metrics defined.
Craft, engineering and content, sprint by sprint.
Ship, measure, optimize — compounded growth.
Why Ventrix
What makes this engagement different.
We ship with an eval harness, not vibes.
Your data stays in your infrastructure and isn't used for training.
Streaming, citations and graceful failure states designed in.
Frequently asked
Whichever fits accuracy, latency and cost — we design for swappability.
Related services
Often combined with this engagement.
Ready to start?
Tell us about your goals — we reply within one business day.