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How to Get Into ChatGPT and AI Overviews Answers: The New SEO Reality of 2026
Guides

How to Get Into ChatGPT and AI Overviews Answers: The New SEO Reality of 2026

Search is moving into neural networks: people increasingly get answers directly in ChatGPT, Perplexity, and AI Overviews without ever visiting a website. We break down how AI models choose who to cite - and what to do to appear in their answers.

June 4, 2026
Schema.org and Structured Markup: Why Mark Up Your Site and What It Gets You in Search
Guides

Schema.org and Structured Markup: Why Mark Up Your Site and What It Gets You in Search

What Schema.org markup is in plain terms, why you should mark up your site, how it affects snippets in Google and citations in AI systems. Which markup types you actually need and where people most often go wrong.

May 22, 2026
SEO Audit: What It Is, How to Read the Report, and What to Fix First
Guides

SEO Audit: What It Is, How to Read the Report, and What to Fix First

What an SEO audit is, what it covers, and how to read a report with a score and priorities - in plain language. Plus a clear order: which errors to fix first so your site starts growing, and how to check yours in 30 seconds for free.

May 8, 2026
AI Agent or Chatbot: What's the Difference and What Actually Pays Off
Guides

AI Agent or Chatbot: What's the Difference and What Actually Pays Off

"AI agent" and "chatbot" sound similar, but they are different things and different money. We break down how an agent differs from a bot, where a simple bot is enough, and where you need an agent - and how not to overpay for unnecessary complexity.

April 24, 2026
A Team of 6 AI Agents: How We Build Multi-Agent Systems and Where We Hit Snags
Cases

A Team of 6 AI Agents: How We Build Multi-Agent Systems and Where We Hit Snags

How a working team of six AI agents is structured: who does what, how they hand off work to each other, and the pitfalls we ran into along the way. An unvarnished breakdown of the architecture built on the Hermes engine.

April 10, 2026
Core Web Vitals in Plain English: Why Site Speed = Money
Guides

Core Web Vitals in Plain English: Why Site Speed = Money

Core Web Vitals - three metrics Google uses to measure how pleasant a site is to use. We break down LCP, INP and CLS in plain English: what they are, why they affect rankings and sales, and how to improve them.

March 27, 2026
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Anthropic Claude n8n Supabase
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About PuraMind AI: an AI product studio

By Andrey, PuraMind AI · Updated: June 23, 2026

PuraMind AI is an AI product studio. We make the complex simple: we take a business pain point, bring our experience and AI tooling, and ship it as a system running in production - from automation to our own SaaS.

We don't sell hours or slides - we hand over systems that already work. With full access to the source code, on your own infrastructure, with no dependency on third-party clouds. Under the hood: models from Anthropic (Claude) and open-source LLMs, orchestration on n8n, and a self-hosted stack.

On this blog we show how it works from the inside: case studies, guides, and breakdowns of real projects: SEO analytics, AI agents, content factories, automations on our own servers.

One step from idea to a working system in production - that's what we get paid for. Not presentations.

- Andrey, Founder of PuraMind AI

What We Do

  • AI consulting & audit - where AI actually pays off, stack selection, and a rollout plan
  • Web products & SaaS - design and development of apps (our own product - SEO Nerve)
  • AI agents & assistants - for specific roles: sales, support, analytics
  • Process automation - integrations and workflows on n8n, content factories
  • Content & video - copy, videos, and presentations with localization
  • Infrastructure & self-hosting - Docker environments on your own server

Who It's For

Maximum ROI goes to teams that:

  1. Spend 20+ hours per week on repetitive tasks
  2. Work with large volumes of text and data (applications, reports, correspondence)
  3. Want to scale without proportional headcount growth
  4. Value data privacy and infrastructure control

According to McKinsey Global Institute, generative AI could automate 60-70% of work tasks across most industries, adding $2.6-4.4 trillion to the global economy annually.

What We Do

PuraMind AI is an end-to-end studio: from idea and audit to a working system in production. Six directions that cover a business's path to AI:

  • AI consulting & audit. We pinpoint where AI actually pays off, audit your processes, pick the stack, and lay out a rollout plan.
  • Web products & SaaS. Design and development of web apps and SaaS. Our own product is SEO Nerve, a website audit service.
  • AI agents & assistants. Agents for specific roles - sales, support, analytics - on Claude and open-source LLMs.
  • Process automation. Wiring services into workflows via n8n, content factories, request and reporting pipelines.
  • Content & video. Copy, videos, and presentations with localization - from draft to publication.
  • Infrastructure & self-hosting. Deployment on your own servers, Docker environments, full control over your data.

One principle: we hand over not a license or slides, but a system that already works - with source-code access and the ability to evolve it yourself.

Our Technology Stack

We build solutions on proven open-source technologies, ensuring vendor independence for our clients:

  • Anthropic Claude + open-source LLMs - models for analysis, generation, and AI agents
  • OpenAI Codex - AI agent for development and code review
  • n8n - workflow orchestration and integration with 400+ services
  • Supabase + PostgreSQL - database, authentication, and realtime API
  • Python / FastAPI - backend for web products and SaaS
  • Astro - fast websites and frontend
  • Docker - containerization and isolated deployment on your own servers
  • Telegram Bot API - interfaces for teams and clients

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