We embed LLM-powered features into your existing product, including semantic search, conversational UI, content generation, and summarization. Production-ready, not just a demo.
Trusted by engineering teams across 15+ countries
From startups to Fortune 500 companies
COMMON CHALLENGES
These are the exact problems our clients came to us with before we integrated AI into their product.
LLM API costs scale unpredictably with usage, many teams get blindsided by their first real bill once traffic picks up.
We model token costs upfront and build in guardrails, rate limits, caching, model routing, before you ship.
The proof-of-concept looked great in the demo. Then real users asked real questions, and it started making things up.
We build eval pipelines and grounding (RAG) so outputs stay accurate once real traffic hits.
Models change every few months. Without a team tracking prompt drift and new releases, your AI feature quietly gets worse over time.
We don't ship and disappear, we monitor quality and handle model upgrades so performance holds long-term.
SERVICE OVERVIEW
We embed LLM-powered capabilities, conversational chat, semantic search, content generation, summarization, and classification directly into your existing product. This isn't a bolt-on chatbot. It's purpose-built AI woven into your UX and backend workflows. We handle model selection, prompt engineering, RAG pipelines, cost optimization, and safety guardrails so your team ships fast without the LLM learning curve.
TECHNICAL DEPTH
We build autonomous AI agents that plan, reason, and execute multi-step tasks across your business workflows without constant human hand-holding.
Tech Stack
Customer support agent handling 80% of inbound tickets automatically, response time cut from 4 hours to 30 seconds.
WHY CHOOSE US
We pick the best LLM for your use case, GPT-4o, Claude, Gemini, and can switch as better options emerge, so you're never stuck with one provider's pricing or limits.
Every integration ships with eval pipelines, rate limits, and cost monitoring built in, not bolted on after a billing surprise.
We integrate LLM features into your existing UX and backend, not a generic chatbot widget pasted on top.
Models change every few months. We monitor quality and handle upgrades, so your AI feature doesn't quietly degrade over time.
OUR PROCESS
From first brief to shipped product. Transparent, iterative, and built around your goals.
INTEGRATIONS
Our agents connect to your existing stack through native APIs and secure connectors, no rip-and-replace required.
TECH STACK
OpenAI
Claude
Gemini
LangChain
Pinecone
AWS
Azure
Google Cloud
LangGraph
CrewAI
AutoGenCOMMON QUESTIONS
We're model-agnostic. We recommend the best model for your use case - typically GPT-4o, Claude 3.5, or Gemini, and can switch as better options emerge.
Tell us the workflow you want to automate, and we will scope a production agent, guardrails included.
