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AI Integration with Existing Systems
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AI Integration with Existing Systems

Most companies don't need a new AI product, they need AI inside the tools they already rely on. We integrate modern AI models into existing SaaS products, CRMs, helpdesks, internal dashboards, and custom applications: smart search, summarization, document Q&A, drafting, classification, and recommendations, grounded in your data and respecting your security model. The work covers everything from API integrations and authentication to retrieval pipelines, evaluation, and the UX changes that make AI feel like a natural part of the product instead of a bolted-on feature.

Our approach

What We Cover

We identify where AI inside your existing systems will create real value, not just novelty.

We do

  • Integration audit of current products and tools
  • AI feature scoping and prioritization
  • Data, permissions, and tenancy review
  • Compliance and data residency planning

How We Work

01

Discovery

We start by understanding your goals, constraints, and the real problem behind the ask, before writing any code.

02

Architecture

We design a scalable, maintainable solution that fits your business, team, and long-term direction.

03

Implementation

We build the solution with modern engineering practices, close collaboration, and quality baked in from day one.

04

Improvement / Support

After launch, we keep iterating, monitoring, optimizing, and adding features as your needs evolve.

Technologies we work with

OpenAI

Anthropic Claude

LangChain

LlamaIndex

Pinecone

Weaviate

pgvector

Python

TypeScript

Node.js

Next.js

AWS

Let's automate what slows you down

Tell us about your workflow and we'll show you where AI fits