AI Implementation and Delivery
LLM integration and RAG outsourcing
We help US companies integrate large language models and build retrieval-augmented generation systems, turning your content and data into AI features that are useful, grounded and safe, with humans kept in the loop.
Overview
Large language models are powerful, but turning them into a feature that actually helps, and does not embarrass you, is the hard part. Off-the-shelf models hallucinate, miss your context, and need careful grounding in your own data.
Most teams want AI features but lack the engineering to integrate models, build retrieval over their content, and put guardrails and evaluation around it. The gap between a demo and a dependable feature is wide.
Corpshore US delivers LLM integration and RAG as a project or dedicated team: integrating models, building retrieval over your content, adding guardrails and evaluation, and keeping a human in the loop where it matters.
A named point of contact in North America owns the engagement, the team works inside your stack and data controls, and we build for safety and grounding, not just a demo. You ship AI features you can stand behind.
What you get
- AI features grounded in your own data
- Fewer hallucinations through retrieval and guardrails
- Evaluation so you know it works before you ship
- AI engineering capacity without scarce hires
- A human in the loop where it matters
What's included
LLM integration
Integrating models into your product and workflows through their APIs.
Retrieval-augmented generation
Building RAG over your documents and data so answers are grounded.
Vector search and embeddings
Embedding your content and building vector search for retrieval.
Prompt engineering
Designing and testing prompts for reliable, on-task output.
Guardrails and safety
Adding guardrails, filtering and policy checks around model output.
Evaluation
Building evaluation so you can measure quality before and after launch.
Data preparation
Cleaning, chunking and preparing your content for retrieval.
Agent and workflow design
Designing AI-assisted workflows with humans in the loop.
Cost and latency tuning
Tuning for cost and response time so the feature is viable at scale.
Monitoring
Monitoring output quality, cost and usage in production.
How we deliver
A simple, transparent path from first conversation to a team that scales with you.
1. Discover
We learn your goals, volumes, tools and compliance needs, then scope the right team and model. A response within 6 hours.
2. Design
We define roles, service levels, reporting and the ramp plan, and agree a clear, indicative price before you commit.
3. Deliver
We recruit, train and stand up the team inside your tools and processes, with North American management owning quality from day one.
4. Scale
We track performance against your service levels, tune as you grow, and flex capacity up or down as your volumes change.
Engagement models
Start where it fits and change as you grow, with no rigid lock-in.
Dedicated team
A team that works only for you, managed by Corpshore to your service levels. Best for ongoing operations and scale.
Staff augmentation
Skilled people who slot into your existing team and tools. Best for adding capacity quickly.
Project or managed service
A scoped deliverable or a fully managed function with an agreed outcome. Best for defined work and outcomes.
Tools and integrations
We work with the models and tools that fit your needs rather than locking you in. Common technologies in AI engagements include:
Industry applications
Technology and SaaS
AI features built into products, grounded and safe.
Industries we serveFinancial services
Grounded AI for support and operations under controls.
Industries we serveHealthcare
AI-assisted workflows with human review and HIPAA controls.
Industries we serveE-commerce and retail
AI search, support and content grounded in your catalog.
Industries we serveLegal services
Document-grounded AI assistance with human oversight.
Industries we serveCompliance considerations
Data privacy and model use
Your data is handled under documented, CCPA-aligned controls, with care over what is sent to models and retained.
Human in the loop
We keep a human in the loop for high-stakes output, so AI assists rather than decides.
Sensitive and regulated data
Where data includes PHI or payment data, we operate within HIPAA or PCI DSS scope and constrain model use accordingly.
Frequently asked questions
AI features grounded in your data: retrieval-augmented assistants, search, summarization, classification and AI-assisted workflows, with guardrails and evaluation.
Build your team with Corpshore US
Tell us what you want to outsource and we will map a team, a model and a timeline. North American accountability, global delivery.
We respond to every US inquiry within 6 hours.