We design and build AI systems that actually ship.

From enterprise AI strategy to production-ready products. We help organizations go from idea to deployed AI — in weeks, not quarters.

Based in Athens · Currently leading AI transformation for a global engineering enterprise

What we bring to the table

  • Enterprise AI strategy & architecture design
  • Agents, RAG systems, and copilots — built to production
  • Security-first approach: GDPR, evals, guardrails
  • StoreMate AI — our own product for physical stores

What we do

Two modes: hands-on consulting for enterprises, and a turnkey product for brick-and-mortar stores.

AI Strategy & Architecture

Use-case discovery, ROI modeling, technology selection, and roadmap design. For organizations starting or scaling their AI journey.

  • Use-case prioritization
  • Enterprise architecture
  • Vendor & model evaluation
  • Team enablement

Implementation & Integration

Building agents, RAG systems, and copilots. From prototype to production with evaluations and monitoring.

  • Agentic workflows
  • RAG & knowledge retrieval
  • Evals & guardrails
  • CI/CD & observability

StoreMate AI (Product)

Turnkey AI assistant for physical stores. Crawl any website, build a knowledge base, deploy a customer-facing chatbot.

  • Automated web crawling
  • Menu & price extraction
  • Multilingual chat
  • Self-service setup

Current work

Enterprise Engagement

Leading AI Transformation for a Global Engineering Enterprise

Designing and leading the implementation of the entire corporate AI approach for a multinational engineering company with operations across 50+ countries.

Role: AI Strategy Lead (via consulting engagement)
Scope: Enterprise-wide AI architecture, agent framework selection, use-case prioritization across business units
Deliverables: Corporate AI strategy, reference architecture, pilot implementations, team enablement program

StoreMate AIDetails

Our own product: AI assistant for restaurants, cafes, and retail stores. Automated crawling, knowledge base generation, and multilingual customer chat.

Previous Work

  • Transfer Service Copilot — Lead triage & itinerary builder. 60% faster response, 18% conversion lift.
  • B2B SaaS Knowledge RAG — Unified product docs + support tickets. Search time: minutes to seconds.
Product

StoreMate AI

An AI customer assistant for restaurants, cafes, and retail stores. Paste a URL, get a fully trained chatbot in minutes.

Automated Crawling
Scans the store's website, finds PDF menus, extracts every item with prices.
Knowledge Base Generation
Structures everything into a clean KB: menu, hours, location, reviews, FAQs.
Multilingual Chat
Customers chat in any language. The AI answers from the KB only -- no hallucinations.

How it works

1
Paste URL
Enter any store website. Add extra PDF links if needed.
2
Crawl & Extract
AI discovers pages, PDFs, menus. Extracts every item, price, and detail.
3
Review KB
See the structured knowledge base. Edit, add missing info, re-index.
4
Chat
Customers ask questions. The AI answers from the KB in any language.

How we work

Step 1

Discovery

Map your pains, data landscape, and quick wins. Define measurable outcomes.

Step 2

Design

Architecture, guardrails, evaluation plan. Security and compliance from day one.

Step 3

Build

Prototype in days, iterate to production with evals and monitoring.

Step 4

Scale

Handover, team enablement, and roadmap to expand ROI across the organization.

About

Gradient Logic is a boutique AI consultancy led by Pavlos Polydoras, based in Athens. We combine hands-on engineering with strategic advisory to ship AI systems that create real business value — not just impressive demos.

Currently serving as AI Strategy Lead for a global engineering enterprise, designing and implementing their corporate-wide AI approach across multiple business units and geographies.

  • Deep experience with RAG, agentic workflows, and LLM evaluations
  • Production systems with Claude, GPT-4, and open-source models
  • Privacy-first architectures aligned with GDPR best practices
  • Full-stack: Next.js, Python, TypeScript, Postgres, vector databases

Tech we work with

LLMs: Claude, GPT-4, Gemini, open-source

Frameworks: LangChain, LlamaIndex, MCP, custom agents

Infra: Next.js, Python, Postgres, ChromaDB, Pinecone

Platforms: Vercel, Cloudflare, AWS, on-prem

Let's talk

Tell us about your goals and we'll suggest a focused starting point.

Good fit if you need

  • AI strategy for your organization — where to start, what to build
  • Agents, RAG, or copilots built and deployed to production
  • An AI customer assistant for your store, restaurant, or cafe
  • A technical advisor who has shipped real AI systems at enterprise scale