Mashina. studio

Engineering Deep Dive · GEO Architecture

Does AI recommend you or your competitors?

When buyers ask ChatGPT, Perplexity, Gemini, or Copilot for provider recommendations in your industry, the models offer exactly 2 to 3 concrete companies. Most business websites are completely invisible to generative AI search engines.

What does manual auditing look like in practice? You have to open 4 separate browser windows, manually submit dozens of purchasing queries, read through lengthy outputs, track citations by hand, and compile notes into spreadsheets. It costs days of tedious manual labor and expensive monthly subscriptions to multiple AI services or API tokens.

That is why we engineered geoo.si — our proprietary platform that fires 60 concurrent queries across 4 AI foundation models in 60 seconds, parses citations, and benchmarks visibility in real time.

Below, you can explore our live platform showcase, understand the underlying technical architecture, or get in touch with us for bespoke AI system engineering.

System Comparison · Specification

GEO Specification
Classic SEO vs GEO

LIVE
Classic SEO
GEO · AI Engines
Channels & Engines Google, Bing indexing
Channels & Models ChatGPT, Perplexity, Gemini
Result Format List of 10 blue links
Result Format 1–3 direct recommendations
Technical Standard sitemap.xml, meta tags
Technical Standard llms.txt, robots.txt, Schema.org
Ranking Source Keywords & backlinks
Ranking Source Semantic facts & RAG bases
Core Objective Competing for clicks across 10 blue links
Core Objective Direct recommendation at the point of buying intent
Launch geoo.si →

Platform Showcase · In-House Engineering

geoo.si — Automated 4-Engine Live AI Search Simulation

Instead of opening multiple browser tabs for ChatGPT, Perplexity, and Gemini to manually enter prompts, we engineered a standalone SaaS platform. In 60 seconds, it fires 60 concurrent purchasing queries, reads responses across all models, benchmarks brand visibility against direct competitors, and parses citations.

GEOO.SI PLATFORM · LIVE PREVIEW DEMO PRODUCTION
Capability 01

60 Concurrent Queries

Automated simulation of buyer queries dispatched concurrently in the background. No manual copying and pasting.

Capability 02

4 Leading Foundation Models

Simultaneous real-time testing across ChatGPT-4o, Perplexity Pro, Google Gemini, and Microsoft Copilot.

Capability 03

Share of Voice & Sentiment

Direct comparison of brand mentions against key competitors with granular sentiment analysis.

Capability 04

Cited Source Attribution

Granular breakdown of which directories, knowledge graphs, and articles convince AI models to recommend providers.

Want to audit your brand's AI search recommendations?

Test the live platform with real purchasing query simulations on the standalone portal.

Launch geoo.si →

How Generative Search Works · Three Levels of Analysis

Level 01

Live AI Model Queries

Simulating authentic buyer inquiries across ChatGPT, Perplexity, Gemini, and Copilot. Discover whether models cite your business as a trusted provider or leave you invisible.

Level 02

Competitor Benchmarking

Who AI recommends instead of you and why. We inspect web citations, source authorities, and knowledge graphs utilized by foundation models to justify alternative picks.

Level 03

Technical Architecture

Core infrastructure requirements: llms.txt implementation, AI crawler configuration (GPTBot, PerplexityBot, ClaudeBot), Schema.org entity graphs, and RAG ingest optimization.

SHOWCASE

Proof of What We Build

geoo.si is our in-house engineering benchmark. We are open to collaboration, technical knowledge-sharing, and bespoke builds.

  • 01 No proprietary black boxes: We are not an agency selling mystery formulas. We openly share our prompts, system architecture, and crawler insights with teams building their own tools.
  • 02 Self-serve monitoring on geoo.si: If you need regular automated visibility tracking and executive reports, the complete platform is accessible at geoo.si.
  • 03 Custom builds for your enterprise: Want a dedicated AI analysis pipeline, specialized internal dashboard, or automated workflow for your team? We build tailored systems.
  • 04 100% Manifesto compliant: Flat project pricing, permanent code ownership. Zero recurring software retainers or ongoing monthly fees paid to Mashina Studio.

Open Collaboration · Custom AI Builds

Want to build a similar AI system or collaborate?

Whether you are curious about our backend architecture, need guidance on generative search optimization, or want to partner for a tailored AI solution for your company — get in touch.

01

Project Inquiry

Describe your project, custom tooling idea, or generative search challenge.

02

Technical Consultation

Direct engineering dialogue — no sales fluff. We review feasibility and architecture.

03

Knowledge Sharing or Build

If building yourself, we gladly offer technical direction. If you want a turn-key build, we provide a flat quote.

04

Full Code Ownership

Every system we engineer becomes your permanent asset — zero ongoing retainer fees.

Zero monthly retainers or lock-ins: The code and tools we build for you are your permanent property.

Inquiry is 100% free and non-binding. We use your details strictly to respond and provide technical review. Learn more in our Legal Terms.