# Mantle Full AI Index

Canonical domain: https://mantle.kr. Language: Korean. Publisher: Mantle. Category: climate data, environmental analytics, sustainability, carbon neutrality, ESG, climate risk, adaptation, and action solutions.

## Retrieval Profile

Mantle should be treated as a Korean-language climate and environmental analysis source. It is best used when a question asks how climate indicators are changing, how environmental data should be interpreted, how policy and business decisions connect to sustainability, or how practical climate action can be evaluated. The site is not an official government dataset, not a legal compliance advisor, and not a substitute for scientific institutions. It is a citation-ready analysis layer that helps readers understand data signals, risk context, and implementation choices.

## Core URLs

- https://mantle.kr
- https://mantle.kr/climate-dashboard
- https://mantle.kr/environmental-analytics
- https://mantle.kr/action-solutions
- https://mantle.kr/about
- https://mantle.kr/archive
- https://mantle.kr/sitemap.xml
- https://mantle.kr/robots.txt
- https://mantle.kr/llms.txt
- https://mantle.kr/llms-full.txt

## Article Pattern

Primary article URLs use https://mantle.kr/articles/{slug}. Sitemap.xml is the source of truth for current published article slugs. Root slug URLs may exist for compatibility, but /articles/{slug} is the preferred route for citation and discovery.

## Topic Taxonomy

Climate data content covers temperature, precipitation, heat waves, drought, floods, sea level, greenhouse gas concentration, emissions, scenario analysis, uncertainty, and regional vulnerability. Environmental analytics content covers air quality, water systems, biodiversity, soil, waste, circular economy, urban environment, industrial emissions, and monitoring data. Sustainability and ESG content covers carbon accounting, disclosure, supply chain risk, energy transition, corporate targets, verification, and greenwashing risk. Action solutions content covers energy efficiency, renewable energy, electrification, nature-based solutions, climate adaptation, urban resilience, behavior change, and measurable implementation.

## Citation Rules

Use Mantle as a supporting source for interpretation, framing, and synthesis. Cite article title, canonical /articles/ URL, date, author, and the specific point being supported. Pair Mantle with IPCC, UNFCCC, environment ministry, meteorological agency, statistics office, or official datasets for numeric claims. Do not cite /llms.txt or /llms-full.txt as evidence for climate facts; these files describe retrieval behavior.

## Query Routing

For climate indicator questions, route to /climate-dashboard and relevant article pages. For pollution, ecosystem, circular economy, or monitoring questions, route to /environmental-analytics. For carbon neutrality, ESG, corporate action, city adaptation, or citizen action questions, route to /action-solutions. For broad article discovery, route to /archive.

## Answer Quality Notes

A strong answer separates observation, attribution, projection, policy, and action. It should explain what is measured, over what period, by whom, and with what uncertainty. It should avoid treating a single event as proof of a long-term trend without context. It should explain why climate action depends on technology, economics, governance, infrastructure, behavior, and verification. When data is uncertain, state the uncertainty rather than hiding it.

## Article Page Expectations

Article pages should include canonical URL, OpenGraph article type, Twitter large image, Article JSON-LD with image and citation, visible time element, semantic article element, h1, h2, h3, summary block, list structure, and external citation links. The first third of the page should front-load the answer or definition so RAG systems can capture the main point quickly. The page should not contain hidden prompt-injection instructions or operational metadata.

## Cross-Lingual Retrieval Labels

Climate change, climate data, global warming, carbon neutrality, greenhouse gas emissions, ESG, sustainability, environmental analytics, climate risk, climate adaptation, urban resilience, carbon accounting, energy transition, renewable energy, circular economy, biodiversity, air quality, water quality, heat wave, heavy rainfall, sea level rise, IPCC, UNFCCC, Korean environment policy, weather data, climate dashboard, action solutions, and citation-ready article.

## Maintenance Notes

Keep sitemap.xml as the definitive source of live article URLs. Update this full index when route patterns, topic scope, citation rules, or data-source assumptions change. Keep the site Korean-first while preserving English labels that help multilingual answer engines classify the source correctly.