
1. Context and regulatory framework1. Why the traditional project Cycle no longer worksArtificial Intelligence has its own language. And it's evolving fast.
The European Union has set a clear goal: to reduce its greenhouse gas emissions by 55% by 2030 and achieve carbon neutrality by 2050. To make these commitments actionable, the European Green Deal relies on three texts that form a coherent system:
These three texts do not operate in silos. The Taxonomy provides the vocabulary. The CSRD provides the raw material. The SFDR uses this raw material to direct capital flows.
The "so what" for your organization
If you treat the CSRD as a regulatory burden to be minimized, you are missing out on a key lever: the quality of your CSRD reporting increasingly dictates your cost of capital. Investors, banks, and insurers are now required, via the SFDR, to analyze your data in detail. An imprecise CSRD report results in higher risk premiums, wider bank spreads, and divestment from ESG funds.
2. The EU Taxonomy — the indicators that matter2. Our conviction: start with the business pain point, not the technology1. LLM (Large Language Model)
Adopted on June 18, 2020, and phased in between April 2021 and January 2023, the EU Taxonomy establishes a classification system for economic activities that have a positive impact on the environment. It explicitly excludes fossil fuels and weaponry.
Affected companies must publish specific indicators in their Non-Financial Reporting Statement (NFRS) or their new CSRD sustainability statement:
Non-financial companies: Sustainable share of turnover · CAPEX (capital expenditure) · OPEX (operating expenditure)
Financial companies
Sustainable share of assets (Green Asset Ratio / GAR for banks, Green Investment Ratio / GIR for insurers)
In practical terms, a company must break down its revenue activity by activity, calculate the portion corresponding to activities eligible for the Taxonomy (i.e., listed in the delegated acts), and then the portion that is aligned (which meets technical screening criteria, does no significant harm, and complies with minimum safeguards). All of this must be done activity by activity, with full traceability.
The "so what"
By 2026, the Green Asset Ratio is already a strong signal for banks' cost of capital. For a significant corporate portfolio, a low GAR signals misalignment with European priorities—impacting ECB refinancing conditions, ESG ratings, and ultimately, net margins. This mechanism is currently being rolled out among insurers (GIR) and is slowly trickling up to non-financial corporates via their lenders.

3. The CSRD — key elements and implementation timeline3. A six-step method, not six months2. Embeddings
The CSRD was published in the Official Journal of the European Union on December 16, 2022. It replaces the NFRD (Non-Financial Reporting Directive) and represents a major qualitative leap: standardized reporting according to ESRS standards, mandatory limited and eventually reasonable assurance by a third party, XBRL digital tagging, and the application of the double materiality principle.Our AI-Powered Development method is built around six steps. These can be completed in a single day for a quick framing, or over a few weeks for a more structured program.
Implementation timeline (dates and affected companies)
January 1, 2024
Companies already subject to the NFRD (EU-listed companies with > 500 employees + €50M revenue or €25M total assets)
January 1, 2025
Large companies meeting 2 out of 3 criteria: > 250 employees · > €50M revenue · > €25M total assets
January 1, 2026
Listed SMEs (10-250 employees · €900k to €50M turnover · €450k to €25M balance sheet) — simplified reporting
January 1, 2028
Non-European companies > €150M net turnover in the EU, with a subsidiary or branch > €40M EU turnover
Each wave involves a first reporting exercise covering year N-1: companies in the 2025 wave publish their first CSRD report for the 2024 financial year. Non-financial companies must also provide comparative information for year N-2.
The "so what"
Check your deadline and wave carefully. In 2026, we still regularly see finance departments convinced they are "prepared for 2025" when they are already in their first effective reporting year — with an independent assurance provider (IA) about to audit them. There is zero room for maneuver if a data project hasn't been started.

4. Double materiality — the core concept and the method for conducting it4. Prime AI Fast Development Kit: the engine that makes it possible3. RAG (Retrieval-Augmented Generation)
Double materiality is the founding concept of the CSRD. It requires sustainability issues to be assessed from two simultaneous perspectives:
Financial materiality — assessing risks and opportunities that have a financial impact on the company. Examples: global warming increasing cooling costs for a data center, stricter regulations raising the price of a raw material, or an energy transition changing the cost structure of an industrial site.
Impact materiality — assessing the company's impacts on society and the environment, including human rights and contributions to sustainable development. Examples: a textile supply chain employing minors in a third country; a chemical plant discharging effluent into a waterway; a salary policy that widens gender inequality.
An issue is material under the CSRD if it is material from at least one of the two perspectives. It is this combination that makes the exercise both rich and complex.
How to conduct a double materiality assessment in practice (the methodology we apply at Prime Analytics):
1. Map the universe of relevant ESG issues based on ESRS, sector-specific standards, and stakeholder expectations
2. Identify key stakeholders — customers, employees, regulators, investors, local communities, NGOs, suppliers
3. Consult stakeholders — interviews, surveys, workshops; this is where the credibility of the process is established for the independent assurance provider
4. Assess each issue from a financial perspective (likelihood × financial impact over short/medium/long term)
5. Assess each issue from an impact perspective (scale × scope × irremediability × likelihood)
6. Set materiality thresholds that are documented and defensible
7. Map and prioritize material issues — output: double materiality matrix
8. Govern the process — validation by the Executive Committee, reporting to the Board of Directors
The assessment structurally takes 3 to 6 months with the right teams. This is not a two-day workshop.
The "so what"
If your double materiality assessment hasn't started yet or has only been conducted superficially, it is your absolute top priority. Nothing else makes sense until it is done: not the reporting scope, not the indicators to collect, and not the data resources to mobilize. A CSRD report built without a solid double materiality assessment is a report that the auditor will qualify—or refuse to certify.

5. Methodological focus — the ESRS standards5. What concretely changes for business4. Agentic AI / Agentic AI
The ESRS (European Sustainability Reporting Standards) form the technical framework for the CSRD. They are divided into two categories:
Cross-cutting standards — applicable to all companies:
Topical standards — activated based on the double materiality assessment:
Environment:
- ESRS E1 : Climate change (Scope 1, 2, 3 emissions · transition plan · warming scenarios)
- ESRS S1: Own workforce
Governance:
- ESRS G1: Business conduct (ethics, corruption, corporate culture, whistleblower protection, supplier relationships)
Sector-specific standards will supplement the framework for high-impact industries (oil/gas, mining, textiles, etc.).
A complete CSRD report today runs to 200 to 400 pages—sometimes more for complex groups. It must be tagged in XBRL (the European digital labeling standard) to allow for automated reading by regulators and financial stakeholders.
The "so what"
Do not try to create an "exhaustive" report that covers every standard. Aim to create a report precisely aligned with your double materiality assessment. The ESRS requires it: you must explain why a thematic standard is not activated, but you are not required to cover its content if your material issues do not justify it. A concise, defensible report always beats a long, vague one.

6. CSRD and Taxonomy—two regulations that go hand in hand6. A real-world example: the AI & Credit Masterclass on June 23, 20265. Orchestrator
The CSRD and the EU Taxonomy form a single system. Companies must:
This reporting then feeds into SFDR for investors—a cascading logic. A fund classified as Article 8 or Article 9 must explain, with supporting figures, how its portfolio contributes to activities aligned with the Taxonomy. Without reliable CSRD/Taxonomy data published by issuers, the fund cannot justify its classification.
The "so what"
The quality of your CSRD/Taxonomy data is increasingly determining your cost of capital and financing terms. This is not a projection: it is already a reality in 2026. Your relationship banks and insurers have begun integrating this data into their scoring models—sometimes with explicit thresholds, often with discretionary adjustments.

7. Reporting practices and compliance7. Beyond prototypes, a transformation roadmapAn expanding AI glossary
Every CSRD report is audited by an Independent Third-Party Assurance provider (ITP). This audit covers:
The level of assurance required is limited at first (statement of limited assurance), intended to evolve toward reasonable assurance (reasonable assurance) — the same level required for financial audits — by 2028-2030.
Sanctions in France: up to €75,000 in fines and 5 years of imprisonment for non-compliance or false declarations. These sanctions can target executives personally.
The "so what"
The real penalty will not be the fine — it is capped and rarely applied in practice. The real penalty is the loss of credibility with the financial market. An independent assurance services provider (IASP) that issues a qualified opinion, or worse, refuses to certify, sends a powerful signal to investors, banks, and ESG rating agencies. The resulting drop in valuation can amount to tens or hundreds of millions of euros — far outweighing any potential fine.
8. Tools and methods — the central role of data
Fundamentally, CSRD is a data project before it is a regulatory one.
It requires collecting, standardizing, validating, aggregating, and reporting dozens of indicators from multiple, heterogeneous sources:
The challenge isn't just collection. It's making this data auditable — end-to-end traceability, versioning, automated quality control, and methodology documentation.
The tangible value of Alteryx in a CSRD workflow:
Use Case — Major French Bank
Prime Analytics supported a major French bank in processing ESG data and producing CSRD compliance reports using Alteryx. The approach was structured in three phases:
Prime AI Data Quality for Alteryx — our library of 9 AI tools — provides an extra layer that is particularly relevant in a CSRD context: automated outlier detection, cross-validation of supplier databases, completeness checks, and generation of analytical commentary. These are all tasks that, if done manually, cannot scale for a large group.
The "so what"
Do not try to handle your CSRD reporting in Excel. For a significant banking, insurance, or industrial group, Excel has neither the robustness, auditability, nor scalability required. An independent auditor discovering that a CAC 40 company's Taxonomy declaration relies on an Excel workbook with VBA macros will issue a qualified opinion—this has happened more than once in 2024-2025.

9. Three mistakes to avoid at all costs
Mistake 1 — Treating CSRD as a CSR project
CSRD falls under the responsibility of the Finance and/or Risk departments, not an isolated CSR team. Published data is audited with the same level of rigor as financial statements. Executives are held personally liable. Management must be financial, with governance that reports directly to the Executive Committee and the Board.
Mistake 2 — Underestimating the double materiality assessment
It is the foundation of the entire structure. A rushed assessment weakens the report as a whole. Allow 3 to 6 months with the right teams — not a two-day workshop with a few sticky notes.
Mistake 3 — Neglecting ESG data quality
ESG data is structurally less mature than financial data: vague scopes, changing standards, disparate granularities, and scattered sources. Without an industrial-grade, documented Data Quality pipeline, your indicators will be challenged — by independent assurance providers, ESG analysts, and ultimately the market.
10. Key takeaway for CFOs and Risk Officers
CSRD is not just a regulatory project — it is a strategic data initiative that directly impacts the cost of capital, investor relations, and executive liability.
Three priorities to start or consolidate your framework :
The CSRD transition is not a threat to your teams. It is an opportunity to structure your non-financial reporting with the same rigor as your financial accounts — and to turn a regulatory requirement into a competitive advantage with your investors and lenders.
At Prime Analytics, we support banks, insurers, and large corporations across the entire CSRD value chain — from double materiality analysis to industrialized report production. Let's discuss it together.
Table of contents: