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GRI Standards includes guidance · GRI 306 Effluents and Waste 2016
GRI 101: Biodiversity 2024 includes disclosures for reporting biodiversity-related impacts · GRI 101 Biodiversity 2024 - English
GRI Standards includes Sector Standards · GRI 207 Tax 2019
GRI Standards includes information about how organization manages its impacts · GRI 403 Occupational Health and Safety 2018
GRI Standards includes Universal Standards · GRI 2 General Disclosures 2021
GRI Standards includes Sector Standards · GRI 306 Waste 2020

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Total Documents 196

Total Triples 0

Total Entities 0

Standards Covered 4

Data Quality Dashboard

Triples Evaluated 0%

Correct 0%

Needs Improvement 0%

Incorrect 0%

Session Summary

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Usage Snapshot

Tracking standards, tasks, and filters this session.

Help & Shortcuts

/ Focus SSKG (Sustainability Standards Knowledge Graph) search
Ctrl+Enter Run current task
1/2/3 Submit expert judgments in graph view

SSKG Access

Browse and open Sustainability Standards Knowledge Graphs (SSKGs) quickly.

SSKGs turn standards into connected, searchable knowledge you can reuse.

Browse SSKGs

Select a standard above to browse its SSKGs.

GRI 101 Biodiversity 2024 - English

GRI 11 Oil and Gas Sector 2021

GRI 12 Coal Sector 2022

GRI 13 Agriculture Aquaculture and Fishing Sectors 2022

GRI 14 Mining Sector 2024 - English

GRI 1 Foundation 2021

GRI 201 Economic Performance 2016

GRI 202 Market Presence 2016

GRI 203 Indirect Economic Impacts 2016

GRI 204 Procurement Practices 2016

GRI 205 Anti-corruption 2016

GRI 206 Anti-competitive Behavior 2016

GRI 207 Tax 2019

GRI 2 General Disclosures 2021

GRI 301 Materials 2016

GRI 302 Energy 2016

GRI 303 Water and Effluents 2018

GRI 304 Biodiversity 2016

GRI 305 Emissions 2016

GRI 306 Effluents and Waste 2016

Showing first 20 of 40 documents for GRI. Use search to find additional documents instantly.

IFRS S2 Vol1

IFRS S2 Vol10

IFRS S2 Vol11

IFRS S2 Vol12

IFRS S2 Vol13

IFRS S2 Vol14

IFRS S2 Vol15

IFRS S2 Vol16

IFRS S2 Vol17

IFRS S2 Vol18

IFRS S2 Vol19

IFRS S2 Vol2

IFRS S2 Vol20

IFRS S2 Vol21

IFRS S2 Vol22

IFRS S2 Vol23

IFRS S2 Vol24

IFRS S2 Vol25

IFRS S2 Vol26

IFRS S2 Vol27

Showing first 20 of 68 documents for IFRS S2. Use search to find additional documents instantly.

SASB Advertising & Marketing

SASB Aerospace & Defence

SASB Agricultural Products

SASB Air Freight & Logistics

SASB Airlines

SASB Alcoholic Beverages

SASB Apparel, Accessories & Footwear

SASB Appliance Manufacturing

SASB Asset Management & Custody Activities

SASB Auto Parts

SASB Automobiles

SASB Biofuels

SASB Biotechnology & Pharmaceuticals

SASB Building Products & Furnishings

SASB Car Rental & Leasing

SASB Casinos & Gaming

SASB Chemicals

SASB Coal Operations

SASB Commercial Banks

SASB Construction Materials

Showing first 20 of 77 documents for SASB. Use search to find additional documents instantly.

TCFD ANNEX 2017

TCFD Guidence 2020 risk

TCFD Guidence 2020

TCFD Status 2023

TCFD Technical Supplement

TCFD WS 1

TCFD WS 2

TCFD WS 3

TCFD WS 4

TCFD WS 5

tcfd-2022-overview-booklet

Recent Activity

Featured SSKGs

TCFD-2022-OVERVIEW-BOOKLET.MD

TCFD-2022-OVERVIEW-BOOKLET.MD MD

Open graph TCFD WS 5.MD

TCFD WS 5.MD MD

Open graph TCFD WS 4.MD

TCFD WS 4.MD MD

Open graph TCFD WS 3.MD

TCFD WS 3.MD MD

SSKG Favorites

No favorites yet. Click the star on an SSKG to pin it.

Quick Compare

Select two SSKGs and jump to the Fusion tab.

SSKG A

SSKG B

Evaluation Snapshot

Export the latest evaluation summary for reporting.

Download CSV Download JSON Audit CSV

System Status

Live configuration indicators for the system.

LLM Service

Configured

Graph Page Limit

1500

Uptime

4h 58m

Health & Alerts

Recent ingestion and fusion issues.

Pipeline Health

No recent errors.

Evaluation Dashboard

Expert-review coverage and quality breakdown.

By Standard

No evaluation data available yet.

Reviewer Distribution

No expert reviews recorded.

Most Reviewed Triples

No reviewed triples found.

Live Ingestion

Turn sustainability reports into structured knowledge graphs

Convert report evidence into triples and connected SSKGs in one flow.

Ingest PDFs and turn evidence into connected SSKGs.

Live PDF Ingestion

Upload a PDF to detect its reporting standard and extract triples with a standard-specific prompt.

Sample PDFs

Use a sample file for a quick demo.

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Expected Output

Extraction produces subject-predicate-object triples.

(Company, reports_on, Scope_1_Emissions) (Policy, covers, Climate_Risk) (Target, has_value, 2030)

Confirm Standard & Process

AI Suggestion

Or, select correct standard

Advanced Settings

LLM for Extraction

Chunk Size

Chunk Overlap

Extraction Prompt for Selected Standard

SSKG Fusion

Align sustainability signals across sources

Compare and merge Sustainability Standards Knowledge Graphs (SSKGs) to resolve overlaps and conflicts.

Cross-SSKG Fusion i

Select two or more SSKGs to compare, align, and fuse their entities.

Filter by Standard

Select SSKGs (2 or more)

0 selected

Save Preset

Selected SSKG Preview

Alignment Strategy

Text Similarity: “Scope 1 Emissions” ≈ “Scope I Emissions”.

Token Overlap: shared keywords like “Water Withdrawal”.

Exact Match: identical strings only.

Ontology Mapping: uses predefined standard mappings.

Embedding Similarity: semantic paraphrases.

Synonym Map: curated dictionary matches.

Conflict Resolution

Manual Review: pick canonical.

Prioritize Newest: latest document wins.

Majority Vote: most common wins.

Prefer Shortest/Longest: resolve by length.

Keep All: keep all variants.

Select at least two sources and click "Fuse & Analyze SSKGs" to see the results.

Fusion Analysis:

Collecting SSKG data

Aligning entities

Resolving conflicts

Building fused SSKG

Rendering graph

Alignment Confidence

Run a fusion to see confidence metrics.

Conflict Preview

Conflicts will appear here.

Side-by-Side Entity View

Select entity

Select an entity to compare across sources.

Tasks & Analysis

Run sustainability reasoning workflows

Answer ESG questions, diagnose anomalies, and trace evidence with confidence.

Downstream Tasks i

Leverage the integrated SSKGs for advanced reasoning and analysis.

Task Context

Select Standard

Select Knowledge Graph

Result Label (optional)

Task Templates

Analysis

Ask natural-language questions and get facts grounded in the selected KG.

Select LLM Model

Your Question

Find a short multi-hop path starting from an entity in the selected KG.

Select LLM Model

Start Entity

Compare multiple entities by listing their facts and overlapping predicates.

Select LLM Model

Entities to Compare

Find a shortest path between two entities.

Source Entity

Target Entity

Explore subjects and objects connected by a predicate.

Predicate

Quality & Governance

Detect entities that match a risk pattern (e.g., high connectivity without targets).

Select LLM Model

Describe Anomaly to Find

Retrieve a focused subgraph of entities related to a topic or keyword.

Select LLM Model

Topic or Query

Summarize an entity’s connections and top predicates.

Entity

Estimate how many relationships would be affected by changing an entity.

Entity

Review predicate distribution and rare relationships.

Find emissions-related entities missing targets or policies.

Find likely duplicates based on normalized names.

Find evidence triples by subject/predicate/object.

Subject (optional)

Predicate (optional)

Object (optional)

Recent Runs

No runs yet.

Your results will appear here.

Insights & Evidence

Trustworthy sustainability intelligence

Summarize quality signals, evidence trails, and benchmarks for decision-ready ESG reporting.

Insights & Evidence

Review quality signals, evidence trails, and benchmark shortcuts.

Quality KPIs

Evaluated 0%

Correct 0%

Needs Improvement 0%

Incorrect 0%

Benchmark Suite

Run a curated task on a selected KG.

These buttons open Tasks with the template prefilled.

Evidence Audit

Download audit logs for transparency and review.

Audit JSON Audit CSV

Most Reviewed Triples

No reviewed triples yet.

Deep Insights

Evidence Traceability Score

How well evidence is assessed and validated.

Traceability score 0%

Reviewed coverage 0%

Correctness 0%

Compliance Readiness

A practical readiness indicator across standards.

Readiness score 0%

Standards covered 4

Documents indexed 196

Standard Coverage

Evaluation coverage by standard.

Coverage data not available yet.

Reviewer Reliability

Top reviewers by volume.

No reviewer data available.

Risk Signals

Auto-detected gaps and anomalies.

Sample document tcfd-2022-overview-booklet.md

Anomalies 0

Coverage gaps 0

Duplicates 0

Schema Health

Predicate coverage and rare relationships.

Total predicates 0

Avg per predicate 0

Change Activity

Recent updates across SSKGs.

2026-02-10

2026-02-10

2026-02-10

2026-02-10

2026-02-10

Data Freshness

Recency indicators across documents.

Updated in 7 days 0

Updated in 30 days 0

Most recent update --

Cross-Standard Alignment

Coverage across standards for comparison.

Standards 4

Documents 196

Avg docs / standard 49.0

Confidence Heatmap

Quality distribution by standard.

No confidence data available.

Export Snapshot

Bundle audits and evaluation summaries.

Snapshot JSON Snapshot CSV

Catalog & Experiments

Organize sustainability knowledge assets

Search, compare, and run experiments across SSKGs with a curated catalog.

Catalog & Experiments

Manage knowledge graph inventory and launch experiments quickly.

Experiment Center

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Catalog Notes

Use tags and filters to find the right KG quickly.
Run tasks directly from the catalog for faster demos.
Favorites stay pinned in the Overview tab.

Standards Map

Official sustainability standards and frameworks

Open the primary sources for GRI, SASB, TCFD, IFRS, and related ESG guidance.

Explore Standards

Access official standards and reporting framework sources quickly.

Standards Coverage

Curated official sources across disclosure, climate, and finance.

Total standards 33

Global frameworks 28

EU-specific 4

US-specific 1

Links verified Feb 2026.

Focus Areas

Most represented themes in the map.

Disclosure Climate Nature Finance Governance Social Policy

CDP Disclosure System

Environmental disclosure platform and questionnaires.

EU Corporate Sustainability Reporting Directive

Regulatory reporting requirements for sustainability.

European Sustainability Reporting Standards

ESRS standards and implementation resources.

EU Taxonomy

Classification system for sustainable activities.

GHG Protocol

Emissions accounting standards and tools.

GRESB Assessments

Real asset and infrastructure ESG benchmarks.

Global Reporting Initiative

Official GRI Standards and guidance.

ICMA Green Bond Principles

Market guidance for green, social, and sustainability bonds.

IFRS Sustainability Standards

IFRS S1/S2 standards and implementation guidance.

ILO Labour Standards

International labour standards and conventions.

IPCC Reports

Climate science assessments and synthesis reports.

International Sustainability Standards Board

Global baseline sustainability disclosures.

ISO 14001

Environmental management systems standard.

ISO 14064

Greenhouse gas quantification and reporting.

ISO 26000 Guidance

Social responsibility guidance for organizations.

Network for Greening the Financial System

Central bank climate risk and transition guidance.

OECD Guidelines

Responsible business conduct guidance.

Partnership for Carbon Accounting

Financed emissions accounting standard.

Principles for Responsible Investment

Responsible investment guidance and resources.

SASB Standards

Industry-specific sustainability accounting standards.

Science Based Targets initiative

Net-zero targets and validation resources.

SBTi Net-Zero Standard

Science-based net-zero guidance for companies.

Science Based Targets Network

Science-based targets for nature and biodiversity.

UN Sustainable Development Goals

Global goals and SDG targets.

SEC Climate Disclosure

U.S. climate-related disclosure final rule.

EU Sustainable Finance Disclosure Regulation

Financial services sustainability disclosure rules.

TCFD Recommendations

Climate-related financial disclosures framework.

TNFD Recommendations

Nature-related financial disclosures.

Transition Plan Taskforce

Transition plan guidance and legacy resources.

UN Global Compact

Principles, reporting, and sustainability commitments.

UNEP FI

Financial sector sustainability frameworks and guidance.

WBCSD Resources

Business sustainability tools and metrics.

WEF Stakeholder Capitalism Metrics

Common metrics for sustainable value creation.