AI & Document AI

LLM Integration Services

Large language models can draft, summarise, classify, and answer questions inside your product — but only if they are wired in properly. We integrate LLMs (OpenAI, Anthropic Claude, and open-source models) into your apps and workflows, grounded on your data and wrapped in the guardrails that keep the output accurate and safe.

Overview

What Is LLM Integration Services?

Large language models can draft, summarise, classify, and answer questions inside your product — but only if they are wired in properly. We integrate LLMs (OpenAI, Anthropic Claude, and open-source models) into your apps and workflows, grounded on your data and wrapped in the guardrails that keep the output accurate and safe.

The Problem

A raw API call to an LLM is easy; a feature you can trust in production is not. Left ungrounded, models make things up, leak context, and cost more than expected. Most teams get a demo working and then stall on reliability, evaluation, and cost control.

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How We Do It

Our Approach

A clear, proven path from where you are today to a working solution.

Use-case & model selection

We pick the right model for the job — balancing accuracy, latency, privacy, and cost — instead of defaulting to the most expensive one.

Grounding on your data

Retrieval-augmented generation connects the model to your documents and databases so answers come from your real content, not the model’s imagination.

Guardrails & evaluation

We add input and output validation, prompt safety, and an evaluation harness that measures accuracy before and after every change.

Integration & monitoring

The model is wired into your app with logging, cost tracking, and monitoring so you can see quality and spend in production.

Use Cases

Where It Fits

Common scenarios where our clients put this to work.

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  • In-app copilots & assistants
  • Document summarisation
  • Content drafting & rewriting
  • Classification & tagging
  • Semantic search over your data
  • Support answer suggestions
Proof

See It in Production

A real project we've shipped that shows this capability at work.

ERP / Accounting

HelloBooks AI — All-in-One ERP & Accounting Platform

An all-in-one ERP that unifies accounting, POS, inventory, manufacturing, and retail in one platform — with one-click data migration from QuickBooks, Xero, Tally, and Wave, so businesses can switch without losing years of history.

  • MERN
  • PostgreSQL
  • gRPC Microservices
  • Razorpay
  • Stripe
All-in-One
Accounting · POS · Inventory
4 Sources
QuickBooks · Xero · Tally · Wave
Live
hellobooks.ai
Read Case StudyVisit Live Site — hellobooks.ai
FAQ

Frequently Asked Questions

Common questions about LLM Integration Services.

Whichever fits — GPT and Claude for top quality, open-source models when privacy or cost demands running your own. We recommend based on your requirements, not a fixed vendor.

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