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Project context

CSRD Narrative Drafting Assistant

AI drafting assistant for sustainability teams that turns ESG data and CSRD requirements into structured first drafts, so reporting starts from a grounded narrative instead of a blank page.

Validated conceptCorporate sustainability reporting team2025

Client identity kept confidential

Laptop displaying reporting charts beside a notebook on a clean desk
8
ESRS topics tested
Observed
~70%
First-pass accuracy
Measured
3-4 days
Writing time saved
Estimated

Evidence

Validated on eight ESRS topics. Draft quality was measured on the test set; writing-time savings are estimated from the prior manual workflow.

The challenge

The solution

Technology stack

LangGraphAzure OpenAIQdrant (RAG)Python

The result

The assistant cut the narrative drafting phase roughly in half for the tested topics and saved an estimated 3 to 4 days of writing time. More importantly, it improved coverage discipline: the team started from a structure that stayed close to the underlying disclosure requirements instead of reconstructing them manually every cycle.

That is where the commercial value sits. Less time disappears into mechanical reporting work, while the sustainability team keeps control over materiality, context, and final sign-off.

Next step

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CSRD Narrative Drafting Assistant Case Study | Laava