Smerdoff
Smerdoff / AI integrations

AI integrations for websites, CRM systems and business workflows

We integrate AI into existing business systems: websites, web apps, CRM platforms, support workflows, internal knowledge bases and mobile applications. The goal is practical automation, not a standalone chatbot with no business context.

from $2,000from 2 weeks
OpenAIRAGCRMKnowledge baseAutomation

AI use cases

Website AI assistant

answers using your services, prices, cases and FAQ

Knowledge-base search

retrieves answers from documents, policies and internal notes

CRM assistant

summarizes leads, classifies requests and drafts replies

Content workflows

generates drafts for listings, emails, articles and support messages

Architecture

Model keys and private data stay behind the backend

We use a backend-mediated integration so the frontend never exposes model keys or unrestricted access to private context.

Quality

AI answers need controlled context

The assistant should know the service scope, pricing, limitations and next steps. We prepare the knowledge source and test prompts before launch.

Integration

AI should connect to the workflow after the answer

A good AI assistant can collect a lead, summarize it, send it to the CRM, notify a manager and preserve the conversation context.

Best starting point

Start with one workflow where AI can save time or improve conversion: support answers, lead qualification, CRM summaries or internal knowledge search.

FAQ

Yes. We usually add a backend proxy, knowledge source, prompt controls, logs and lead handoff instead of placing a raw model call in the frontend.

Most business use cases do not require fine-tuning. Retrieval augmented generation is usually enough: the model receives relevant context from your data and answers using it.

Yes, if access is designed carefully. We can restrict what the model sees, log requests and keep sensitive actions behind explicit user confirmation.

Related pages

Send the AI workflow you want to automate

Tell us what data AI should use, where the answer should appear and what should happen after the answer.