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AI Automation

AI is not magic. It is engineering. We build practical AI workflows that replace repetitive decisions, qualify leads, extract structured data, and connect your systems intelligently.

What we build

Deliverables

  • LLM integration into existing systems
  • AI-powered document extraction and classification
  • Lead scoring and qualification pipelines
  • Workflow automation with n8n and custom agents
  • AI chatbots and internal assistants
  • Multi-step AI agent systems

Who this is for

Ideal clients

Insurance companies, lead gen businesses, and SMBs that want to eliminate manual data work and make their operations smarter without hiring a data team.

FAQ

Common questions

How much does it cost to build an AI automation system?

Scope determines cost. A focused document extraction pipeline looks very different from a multi-step AI agent system. Book a call and we will scope your use case honestly — including whether AI is even the right approach.

Do I need AI if I already use Zapier or n8n?

Not always. Rule-based automation handles predictable, structured inputs well. AI adds value when inputs are variable or unstructured: natural language, documents, images, or decisions that depend on context. We assess honestly before recommending AI.

Which LLMs do you work with?

OpenAI GPT-4, Anthropic Claude, and open-source models (Llama, Mistral) depending on your accuracy, cost, and data privacy requirements. We are model-agnostic and choose based on your specific use case.

Can AI replace manual data entry in our insurance or lead gen workflow?

Yes. Document extraction, lead classification, and data entry automation are among the highest-ROI AI applications. Clients typically see 60 to 90% reductions in manual processing time for these tasks.

What happens when the AI makes a mistake?

We build confidence scoring, human-in-the-loop review queues, and audit logs into every AI system. High-confidence outputs are processed automatically; low-confidence outputs are routed to a human reviewer.

Interactive playbooks

See the engineering behind it

Graph Algorithms·25 min

How PageRank Works

Find the most important nodes in any directed graph

Data Analysis·30 min

Why Customers Buy Products Together

Discover purchasing patterns hidden in your transaction data

Machine Learning·20 min

Which Customers Are Similar?

Discover customer groups hidden in your transaction data

AI / RAG·35 min

AI Customer Support with RAG

Answer customer questions automatically using your product knowledge base

Machine Learning·45 min

Product Recommendation Engine

Match products to customers using purchase history, product similarity, and buying patterns

Search / NLP·30 min

Semantic Product Search

Match shopper intent to your product catalog without keyword matching

Time Series / Forecasting·35 min

Inventory Forecasting

Stop guessing reorder points - let order history tell you when to stock up

NLP / Sentiment·25 min

Review Sentiment Analysis

Turn 5,000 customer reviews into actionable product quality signals

Procurement / Supply Chain·30 min

AI Procurement Assistant

Score every supplier on lead time, quality, and on-time delivery from 6 months of ERP data

Production / Operations·25 min

Production Planning Assistant

Find the 80% on-time miss rate hiding in your ERP work order history and fix it with a lead time calibration model

Procurement / Risk·20 min

Supplier Intelligence Dashboard

One supplier holds 66% of your procurement spend - find out before the disruption, not after

AI Agents / Operations·30 min

Production Workflow Agent

Read job card state, detect overdue work orders, find the bottleneck workstation - then let an LLM write the briefing

Technologies

PythonLangChainOpenAI APIAnthropic Clauden8nFastAPIPostgreSQL

Ready to start?

Book a free 30-minute call and let’s see if we’re the right fit for your project.

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