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AI Integrations

AI that works inside your existing stack

Connect large language models to your CRM, knowledge base, documents, and APIs — with the data pipelines, prompt management, security boundaries, and observability to keep everything reliable.

1 week
To first integration
4+
Systems connected on average
Full
Observability stack included

Use Cases

Where integrations unlock the most value

CRM + AI Intelligence

Surface AI-generated contact summaries, next-best-action suggestions, and auto-populated fields directly inside your CRM — without rebuilding your sales stack.

Sales · RevOps · Customer Success

Document Intelligence

Build a retrieval-augmented system over your internal docs, contracts, or knowledge base — enabling staff to query against company knowledge in natural language.

Legal · Finance · Operations

API + LLM Orchestration

Connect your existing APIs to LLM reasoning — so the model can look up real data, take actions, and return structured results rather than hallucinated guesses.

SaaS · Platforms · Enterprises

What's included

Full integration delivery

  • LLM integration with CRM and helpdesk
  • Document intelligence and RAG pipelines
  • API orchestration and prompt management
  • Model routing and cost optimisation
  • Observability, logging, and eval
  • Safety and moderation layers
  • Knowledge base sync and indexing
  • Structured output parsing and validation

Technology

Stack we work with

  • OpenAI, Anthropic, and open-weight models
  • LangChain / custom orchestration
  • Vector databases (Pinecone, Weaviate, pgvector)
  • Structured output with Zod / Pydantic
  • Prompt versioning and A/B evaluation
  • Logging, tracing, and eval with LangSmith / custom

Already have a stack? Good — we work with it.

We scope integrations around what you already have, not what we want to sell. Book a call and we'll map the fastest path to a working AI integration in your environment.