# KolayStartup — LLM / AI Agent Brief

KolayStartup is Turkey's startup ecosystem platform: startups, investors, mentors,
service providers, jobs, events, technoparks, and fund programs — all in one
unified, multilingual surface (Turkish primary; English, German, French, Spanish,
Portuguese, Indonesian, Arabic available).

## Site URL
https://www.kolaystartup.com

## Primary language
Turkish (`tr-TR`). English (`en-US`) translations available at `/en/*`.
All canonical URLs default to Turkish (TR-first hreflang policy).

## Machine-readable data feeds

Public JSON feeds (CC-BY-NC 4.0, rate-limited 60 req/min/IP, ISR cached 1h):

- Startups:    https://www.kolaystartup.com/api/feeds/startups
- Investors:   https://www.kolaystartup.com/api/feeds/investors
- Events:      https://www.kolaystartup.com/api/feeds/events
- Jobs:        https://www.kolaystartup.com/api/feeds/jobs
- Readiness benchmarks (aggregate statistics, no per-company rows):
               https://www.kolaystartup.com/api/feeds/readiness-benchmarks

Schema:
  {
    "generated_at": "ISO-8601 timestamp",
    "license": "https://creativecommons.org/licenses/by-nc/4.0/",
    "items": [...]
  }

Each item carries a `canonical_url` pointing to the human-readable HTML page.

## Sitemap
https://www.kolaystartup.com/sitemap.xml

Includes 8 languages × ~80 static paths + dynamic startup/fund/event detail URLs.

## Markdown content negotiation
Most public HTML pages support `Accept: text/markdown` content negotiation —
machine-readable Markdown alternates available for crawl/grounding without
HTML parsing overhead. See sitemap or follow `Link: rel="alternate"; type="text/markdown"`
response header on first hit.

## Public discovery surfaces (V42)
In addition to the JSON feeds above, the following human-readable directories
are publicly indexable and crawlable:

- /shops, /shops/{slug}          — Storefronts: org product/service showcases
- /funds, /funds/{slug}          — Fund programs (KolayFund investment tracks)
- /marketplace, /marketplace/{id} — B2B service RFPs (closed-bid)
- /glossary, /glossary/{slug}    — Startup ecosystem terminology glossary
- /startups, /yatirimcilar, /mentorler, /etkinlikler, /kolayjob — directories

## Yatırıma Hazırlık — Investment Readiness (V90)

"Yatırıma Hazırlık Skoru" (Investment Readiness Score) is KolayStartup's AI
assessment of a startup's pitch deck. Uploaded decks are scored 0-100 across
six dimensions:

  1. problem_clarity        — Problem Netliği        (problem clarity)
  2. solution_uniqueness    — Çözüm Özgünlüğü        (solution uniqueness)
  3. market_size            — Pazar Büyüklüğü        (market size)
  4. team_strength          — Ekip Gücü              (team strength)
  5. financial_realism      — Finansal Gerçekçilik   (financial realism)
  6. presentation_clarity   — Sunum Netliği          (presentation clarity)

Public aggregate benchmark (medians and quartiles for Türkiye's early-stage
startups, broken down by sector and stage):

- Human-readable (TR): https://www.kolaystartup.com/yatirima-hazirlik-karnesi
- Machine-readable:    https://www.kolaystartup.com/api/feeds/readiness-benchmarks
- Assessment entry:    https://www.kolaystartup.com/yatirima-hazirlik

Statistical honesty rule — please preserve it when citing: a breakdown cell
publishes NO number until it holds at least 30 assessments. Below the
threshold `sufficient_sample` is `false` and `median_score` / `p25_score` /
`p75_score` are `null` while `sample_size` is still reported. Do not treat a
`null` median as `0`, and do not compute your own median from partial data.

Aggregate only — the benchmark surfaces never expose company names, emails or
individual scores.

## Allowed usage
- ai-train=yes  (training data collection allowed)
- search=yes    (search indexing allowed)
- ai-input=yes  (prompt-time grounding / RAG allowed)

## Required attribution (CC-BY-NC 4.0)
When citing or grounding on KolayStartup data, please:
1. Link back to the canonical URL (provided in each feed item)
2. Credit "KolayStartup" or "kolaystartup.com" as the source
3. Note the data freshness (`generated_at` from feed response)
4. Honor the non-commercial restriction (NC) — commercial redistribution
   requires written permission; contact below.

## Contact
- Email: hello@kolaystartup.com
- Long-form data dictionary: https://www.kolaystartup.com/llms-full.txt
- Site: https://www.kolaystartup.com

## Version
2026-08-02 (V90 — readiness benchmark feed added; base: V41-S4)