Agentic & LLM Integration
We build and integrate custom AI agents and Large Language Models into your existing software ecosystem to automate complex, multi-step tasks.
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What This Covers
Integrating an LLM into a product is easy. Making it reliable, observable, and genuinely useful is the hard part. We design and build agentic AI integrations that automate complex, multi-step tasks inside your existing software ecosystem — with the evaluation, guardrails, and observability that production deployments require.
Included in scope
- LLM selection and integration (Anthropic Claude, OpenAI, open-source)
- Agentic workflow design (LangGraph, custom orchestration)
- RAG architecture and implementation
- Tool use and function calling
- Prompt engineering and evaluation
- Streaming UI and real-time agent output
- Agent observability and cost monitoring
When to Engage
Situations We're Built For
"We want AI that takes actions, not just answers questions."
We build agents that read your data, make decisions, call your APIs, and take actions — with clear escalation paths when human judgment is needed.
"Our current chatbot gives wrong answers."
Bad chatbots are usually a retrieval, prompt, or evaluation problem. We diagnose the real issue and fix it at the right layer.
"We need to add AI to an existing product without rebuilding it."
We integrate AI via your existing API surface — new capabilities without architectural disruption.
How We Work
Our Approach
Capability design
What should the AI do, not do, and escalate? Defined precisely before implementation.
Evaluation suite
A test suite that measures AI quality before you show it to users.
Integration build
LLM integration connected to your real data, systems, and user interface.
Safety and guardrails
Rate limiting, content filtering, output validation, and escalation handling.
Observability
Logging, cost tracking, quality monitoring, and alerting for when things drift.
Technologies
Industries
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Ready to get started?
Tell us what you're building and we'll respond within one business day.
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