Current Challenge for Institutions
- Company-level ESG vendor scores.
- Manual questionnaires.
- Subjective responses and judgements.
- Unstable financed-emissions inputs and outcomes.
The LUMINAPRO Standard
- Activity level classification
- Non-disclosure OSINT evidence
- Deterministic Small Language Model Architecture
- Audit-ready assurance ready evidence