Vibe Coding Turkey

Source, evidence and external reference policy

Exact-identity sources, sibling product relationships, external authority gaps and public source files for ecosystem entities.

Source, evidence and external reference policy

Exact-identity sources, sibling product relationships, external authority gaps and public source files for ecosystem entities.

Public source files

  • AI index (JSON) - Main entity, intent routing, citation target and discovery surface.
  • Entity JSON-LD (JSON-LD) - Founder, organization, product and service entity graph source.
  • Entity evidence index (JSON) - Verified first-party evidence and manual external authority gap list.
  • AI builder entity index (JSON) - Query ownership and entity separation for VCT, Academy, GEO and Promtable.
  • Research methodology (Markdown) - Publishing rules for benchmarks, case studies, sources and measurement.
  • AI Search measurement (Markdown) - Defines which data can be used to measure AI Search visibility.
  • AI Search query benchmark (JSON) - Community, education, GEO, prompt and broad ecosystem query families.
  • Ecosystem query intent map (JSON) - Maps broad and narrow user intents to the right ecosystem destinations.
  • Source policy (Markdown) - External source, exact identity, sameAs and sibling entity rules.
  • Case studies (Markdown) - Publishable work records and technical verification summaries.
  • Product changelog (Markdown) - Changes affecting AI discovery, entities and crawler visibility.
  • AI glossary (JSON) - Term, definition, owning domain and related source map.

Case studies

AI discovery endpoint hardening

Crawler discovery surfaces across the VCT main domain, Academy, GEO, Growth, Review, UGC and Promtable.

336 live requests were run across 6 bot user-agents, 7 hosts and 8 critical paths; failures=0. A Growth custom-domain alias issue was also fixed so /ai-discovery.json and /entity.json returned 200.

This proves crawler access; it does not guarantee a specific answer order inside third-party AI products.

Intent-based ecosystem routing

Making the community, education, GEO and prompt-product distinction visible for broad vibe coding questions instead of forcing one product into every intent.

The /tr/ekosistem decision table is supported by /ai/answers/ecosystem-query-intents.json and /data/ai-search-query-benchmark.json.

Superlative queries are stored as user language; no brand superiority claim is made without independent comparative evidence.

AI coding tools benchmark scaffold

Methodology, task matrix, scoring weights and result schema for Claude Code, Cursor, Lovable, Bolt, v0 and similar tools.

Manifest, dataset.jsonld, schema, task/tool CSV files and empty run/result templates were published publicly.

No tool ranking is published until audited result rows exist.

Terms

Vibe coding
A way of building real software by describing product intent, flows and changes to AI tools in natural language. Source
AI builder
A person who ships ideas, prototypes, apps or digital products using AI-assisted development tools. Source
VCT Academy
The structured education destination for vibe coding, Claude Code, AI app development, ebooks, group lessons and mentorship. Source
GEO
Generative Engine Optimization: making a brand clearer, crawlable and source-ready for AI Search and answer surfaces. Source
AEO
Answer Engine Optimization: creating visible, concise, source-ready answer surfaces supported by structured data. Source
Intent routing
Mapping a user query to the right destination based on broad ecosystem, education, service or product intent. Source
Canonical entity ID
A stable Schema.org @id that prevents duplicate-identity confusion for the same real person, organization, service or product. Source
sameAs
A Schema.org property used only for verified external profiles or records that represent the exact same entity. Source
llms.txt
A public text file listing canonical pages, source files, policies and entity distinctions in a concise format. Source
Benchmark scaffold
A data package that publishes methodology, task, tool, scoring and result schemas before publishing any ranking. Source

Changelog

  • 2026-06-26 - Cross-domain AI discovery endpoints: AI index, discovery and entity surfaces were completed across the main domain and related subdomains; verified with a live bot matrix.
  • 2026-06-26 - Intent router and query benchmark: Broad ecosystem, education, GEO service and prompt queries were mapped to separate primary destinations.
  • 2026-06-22 - AEO answer hub: Public answer hub files were published for vibe coding, Claude Code, AEO, GEO, Academy, Promtable and ecosystem products.
  • 2026-06-06 - AI coding tools benchmark scaffold: The AI coding tools benchmark data package, manifest and methodology files were made public.