Octacreations
AI Integration & Automation
LLM integrations

Add Language Models ToYour Product The Right Way

Search, summaries, drafting and question answering inside your product, built with retrieval, evaluation and cost control from the start.

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Typical delivery time
3–8 weeks
Building software
5+ yrs
Post-launch support included
30 days
Data and prompt ownership
100%
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Overview

Language-model features you can rely on

Calling a model API is easy; making the result dependable is the real work. We integrate models from providers such as OpenAI and Anthropic into your product with retrieval over your own data, structured outputs and prompts that are tested rather than guessed.

We add guardrails, caching and usage limits to control quality and cost, build evaluation sets so changes can be measured, and design the system so models can be swapped as better ones appear. You keep ownership of your prompts, data and code.

Best for

  • SaaS products adding AI features
  • Teams exploring a proof of concept
  • Products needing smart search over their content
  • Businesses worried about cost or quality of AI output

Often paired with Data pipelines and Workflow automation.

Deliverables

What’s included in our LLM integration service

A typical LLM integration engagement covers the pieces below. Each one is scoped and priced before any work begins.

  • 01

    Use-case scoping

    We define the feature, success measures and risks before writing any code.

  • 02

    Retrieval (RAG)

    Answers grounded in your own content, with relevant passages retrieved at run time.

  • 03

    Prompt & output design

    Tested prompts and structured outputs your product can safely depend on.

  • 04

    Guardrails & safety

    Filters, limits and fallbacks that keep outputs on topic and appropriate.

  • 05

    Evaluation sets

    Test cases that measure quality, so improvements and regressions are visible.

  • 06

    Cost & latency control

    Caching, model selection and usage limits that keep spend and speed predictable.

Trusted by innovative teams worldwide

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How we work

A clear process, from first conversation to lasting support.

Five steps, one accountable team. You always know where your project stands and what happens next.

Book a call

A 15-minute chat about your goals, users and constraints. You leave with honest next steps, whether or not we end up working together.

  • Goals & scope
  • Rough estimate
  • Next steps
Outcome

A clear picture of scope, a rough timeline and whether we are the right fit.

Discovery call

15 min · Video call

October

MTWTFSS

Thu, Oct 15

Ready when you are. It all starts with one conversation.

Approximately 15 minutes
Testimonials

What our clients say.

Honest words from the founders and teams we’ve built with.

  • Habitline made my mornings feel manageable again.
    Maya ZongStudent
  • I used to ignore reminders from other apps, but these feel calm and well-timed. It’s like the app knows when I’m actually able to do something.
    Ethan MillerGym Trainer
  • It’s the first habit app that doesn’t overwhelm me.
    Hannah LeeContent Writer
  • The weekly insights are what sold me. They show exactly where I fall off and help me adjust without feeling guilty or overwhelmed.
    Daniel PerezSoftware Engineer
  • Focus blocks changed the way I work. I get more done in two hours now than what used to take half a day.
    Laura KimProduct Designer
  • I actually stick to my routines now. Small steps finally add up.
    Priya ShahMarketing Specialist
  • This is the first habit app that doesn’t overwhelm me. Everything feels simple and in the right place.
    Omar HaddadFreelance Developer
  • The simple visuals and gentle nudges keep me coming back without ever feeling pushed.
    Chloe BennettTeacher
  • Feels tailored to my day and keeps me motivated.
    Sofia MartinezOperations Lead
FAQ

LLM integrations FAQs

Can’t find your answer? Book a call or email sales@octacreations.com.

  • RAG lets a language model answer using your own content. Relevant passages are found at the moment of the question and given to the model, so answers are accurate and up to date.

  • With caching, choosing the right model for each task, usage limits and monitoring, so spend stays predictable as usage grows.

  • Yes. We design the integration so the model can be changed without rewriting your product.

Let’s build together

Your next product could be live in 6 weeks.

Tell us what you’re building. We’ll come back with a clear plan, timeline and fixed quote within 3 working days.

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