Feature: Content-Aware AI
Status: Officially Released & Live
We are excited to announce the official release of AI-Assisted Data Completion, a powerful new capability in Yodiwo EnGage that transforms the way ESG data is collected, prepared, and reported.
This feature is already live, fully operational, and successfully used by our customers to accelerate ESG reporting while improving accuracy, consistency, and audit-readiness.
What is AI-Assisted Data Completion?
AI-Assisted Data Completion is a Content-Aware AI engine embedded directly into EnGage. It understands the context of your ESG data, KPIs, documents, tables, and questionnaires and uses that knowledge to automatically retrieve, structure, and populate information across your workflows.
Instead of spending weeks searching through documents, fixing spreadsheets, or repeatedly re-entering ESG data, EnGage now does the heavy lifting for you. This makes the platform easy to adopt for all users –not just technical experts – while dramatically reducing the time needed to prepare reports. Teams move faster through reporting cycles and transition from manual data entry to reviewing high-quality ESG information.
Core Capabilities
1.AI-Generated Narrative Values for KPIs
Users can now select which connected data sources (documents, systems, previous reports, supplier data, internal records) the AI should search.
EnGage’s Content-Aware AI then:
- Finds all relevant ESG information
- Extracts the required content
- Combines and refines it
- Generates a complete, audit-ready narrative value for the selected KPI
This dramatically reduces the time required to complete qualitative ESG indicators while improving consistency and traceability.
2.AI-Powered Quantitative Data Ingestion
Uploading tables and numerical ESG data is now fully automated. Whether your file is in a different format, has misaligned columns, uses inconsistent naming, or requires transformation and calculations, you can simply import it with AI. EnGage will automatically:
- Read the file
- Understand its structure
- Map it to the correct ESG data model
- Populate all required values inside the platform
No manual formatting. No copy-paste. No spreadsheets gymnastics.
3.Automated Questionnaire Completion for Suppliers
For most SMEs, responding to ESG requests from customers, banks, and large buyers is no longer an exception – it is becoming routine. Yet today, each ad-hoc ESG request typically costs between €2,100 and €7,100, depending on company size. This cost is driven almost entirely by internal effort: employees searching across files, consolidating spreadsheets, checking past reports, and rewriting the same answers in different formats.
So, if you use EnGage (see the dashboard below) as a supplier and receive multiple ESG questionnaires from customers, this feature becomes a major productivity accelerator.

The AI can:
- Extract all relevant ESG data from EnGage
- Match it to questionnaire questions
- Pre-fill the answers automatically
This enables you to respond to assessments faster, with consistent, verified, and up-to-date ESG information – reducing errors and saving valuable time.
What’s Coming Next: Sneak Preview of Yodiwo’s Roadmap

AI-Assisted Data Completion is just the beginning of a much broader AI journey inside EnGage. The next phase will introduce AI-powered ESG benchmarking, allowing you to see how your performance compares with the right peers and competitors across your industry and markets. Using intelligent peer grouping, percentile rankings, and gap analysis, EnGage will highlight where you are leading, where you face risk, and where the biggest opportunities for improvement lie. With built-in explainability and AI-driven recommendations, you will gain not just visibility into your ESG position, but clear guidance on how to strengthen it over time.