# AI Solutions and Development - Content Cucumber

> Custom AI solutions for your business. Chatbots, content automation, RAG applications, and intelligent workflows. Built by engineers who ship.

*Source: [https://contentcucumber.com/ai-solutions/](https://contentcucumber.com/ai-solutions/)*

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## AI That Works *For Your Business* (AI Solutions)

Custom AI solutions built for your specific needs. Chatbots, content automation, intelligent workflows, and RAG applications. Built by engineers who ship.

Your free AI strategy call includes:

Use-case mapping for your business and data
Build vs. buy recommendation for each opportunity
Cost and timeline estimate per use case
Vendor selection guidance (OpenAI, Anthropic, Azure AI)
Integration plan with your existing tools and CRM
Written deliverable you can act on immediately

## What We Build

Six categories. All built on production-grade infrastructure with proper guardrails, not weekend prototypes.

#### Custom AI Assistants

Intelligent assistants trained on your data to help customers and employees. Built with proper context, guardrails, and human escalation paths.

#### Content Automation

AI-powered content workflows that respect your brand voice. Humans in the loop on every piece. AI handles the busywork. Writers handle the writing.

#### RAG Applications

Retrieval-augmented generation systems that let your team query your knowledge base in plain English. Your docs, contracts, and reports become a chat-able resource.

#### Process Automation

Repetitive tasks replaced with intelligent workflows. AI decision-making where it belongs (clear rules, low risk). Human review where it matters.

#### AI Integrations

Connect AI capabilities to your existing tools. HubSpot, Shopify, Slack, Notion, custom internal apps. We bridge them properly.

#### AI Strategy Consulting

Identify the AI opportunities that matter for your business. Build a roadmap. Skip the hype. We tell you what's worth building and what isn't.

## How an AI Engagement Works

## How an AI Engagement Works

#### Discovery

We learn your business, data, and workflows. Every AI engagement starts with understanding. Most projects need narrower scope than the brief suggests.

#### Prototype

Working prototype within 1-2 weeks. Real data, real responses, real evaluation. You see the AI doing the work before we build the production system.

#### Build

Production build with proper logging, evals, guardrails, and human-in-the-loop checkpoints. Built on OpenAI, Anthropic, or your preferred provider.

#### Operate

Monitoring, evaluation against real-world output, and ongoing tuning. AI systems drift. We catch the drift before it becomes a customer problem.

## Frequently Asked Questions

### Which LLM providers do you build on?

OpenAI (GPT-4, GPT-4o), Anthropic Claude (Sonnet, Opus), Azure OpenAI, and AWS Bedrock. We choose based on your use case and data residency requirements. We're not married to one vendor.

### Will my data be used to train someone else's model?

No. We use API access with data-isolation guarantees from each provider. Your prompts and outputs do not enter training sets.

### How do you handle hallucinations?

Three layers. RAG so the model has grounding. Evaluation against known-good answers before each release. Human-in-the-loop for high-stakes decisions. We don't ship AI that makes up facts.

### Can you work with our existing data?

Yes. We pull from CRM, knowledge bases, documents, databases, and APIs. Your AI runs on your data, not generic web-scraped knowledge.

### What's a typical project cost?

Prototypes start at $5,000. Production builds range from $15,000 to $100,000+ depending on complexity, integrations, and scale. Strategy-only engagements start at $2,500.

## Ready to explore AI for your business?

Tell us your challenges. We'll tell you which AI ideas are worth building, and which to skip.