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LLM apps & copilots
Custom LLM products — copilots, assistants, and generative features — embedded right where your users already work, not bolted on beside it.
Overview
The best AI feature feels like part of the product
A copilot in a separate tab gets ignored. We build LLM features into the flow your users are already in, with streaming UX and context that makes them genuinely useful from the first interaction.
In the flow
Features embedded where work already happens, so adoption is natural.
Context-aware
The right context and prompts so answers fit your product and your user.
Fast UX
Streaming, caching, and thoughtful states that make it feel instant.
Yours to own
Clean code and architecture you keep — no black box, no lock-in.
What you get
Tangible deliverables
- In-product copilots & assistants
- Generative features & drafting
- Prompt & context architecture
- Streaming UX and caching
Built with
Models
ClaudeOpenAIOpen-weight LLMs
Retrieval
RAGpgvectorEmbeddings
Experience
StreamingCachingNext.js
Our approach
How the work goes
1
Find the moment
We pinpoint where in your product an LLM feature actually helps.
2
Design the context
Prompt and context architecture that grounds the feature in your data.
3
Build the UX
Streaming, states, and caching that make it feel fast and reliable.
4
Ship & refine
Launch, watch real usage, and tune prompts and behavior.
Where it fits
Common use cases
- In-product copilots and assistants
- Drafting and content-generation features
- Summarization and rewriting
- Natural-language search and Q&A
- Guided workflows and automation
FAQ
Frequently asked
- Do we own the code?
- Completely. We build with your stack and hand over clean, documented code — no proprietary black box.
- How do you keep it fast?
- Streaming responses, caching, and careful context design keep the experience feeling instant.
- Can it use our data?
- Yes — we ground features in your content with retrieval so they're accurate and on-brand.
Related services
View allReady to start your llm apps & copilots project?
Send a short brief or book a call. Within one business day you'll have a suggested scope, a timeline, and a ballpark — no obligation.