+ LLM INTEGRATION
The right LLM, integrated correctly, into your product
We connect GPT-4, Claude, Mistral, or open-source models into your product or workflow with proper architecture, context management, and production infrastructure.
+ WHAT WE INTEGRATE
LLM integration that is actually production-ready
Most LLM integrations break under real conditions: context overflows, edge-case failures, rising costs, and unstable output quality.
- Model selection and configuration
- Context management and dynamic injection
- Prompt engineering and output formatting
- Guardrails and grounding
- Streaming and latency optimization
- Cost management and evaluation frameworks
+ USE CASES
Where LLM integration creates leverage
- AI writing and content assistants inside your product
- Intelligent search over your data
- Document analysis and extraction
- Conversational interfaces for customers or internal teams
- Code generation and review workflows
- Data enrichment at scale
+ MODELS WE WORK WITH
We work across the full LLM landscape
| Model Family | Use Case Fit |
|---|---|
| OpenAI GPT-4o | General-purpose, function calling, vision |
| Anthropic Claude | Long context and nuanced reasoning |
| Mistral / LLaMA | Cost-sensitive and open-source requirements |
| Gemini | Google ecosystem integrations |
| Embedding models | Semantic search and RAG |
+ PROCESS
From kickoff to production in 4 weeks
Every AI Sprint follows the same structured process. No scope creep, no surprises, no handoff without documentation.
Week 1
KICKOFF + ARCHITECTURE
We lock the scope, decide the stack, and agree on success criteria. You know exactly what you are getting before a single line of code is written.
Weeks 2-3
BUILD + INTEGRATION
We build your AI system and integrate it into your existing product or workflow. Internal QA throughout. Weekly progress updates so you are never in the dark.
Week 4
DEPLOY + DOCUMENT + HANDOVER
Your system goes live in production. We deliver full technical documentation, an architecture diagram, and a 1-hour code walkthrough with your team. You own everything.
Weeks 5-6
POST-LAUNCH SUPPORT (INCLUDED)
Two weeks of async support via Slack. Bug fixes, environment issues, minor adjustments, all included. You are never left alone after launch.
+ PRICING
Transparent pricing. No surprises.
Fixed scope, fixed price. You know exactly what you pay and what you get.
+ FAQs
Questions? Answers.
+ Related Services
Explore related capabilities
+ Related Case Studies
See production outcomes
MVP Copilot
ADVANCED MVP PLANNING ASSISTANT
Need an LLM integrated correctly into your product?
Book a 30-minute call. We scope the integration architecture and cost with no surprises.