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Ruthless Evaluator

Stress-test EU funding proposals with reviewer-style metrics

Ruthless Evaluator Overview

Ruthless Evaluator is a specialized AI-powered stress-test tool designed for high-stakes EU funding proposals, including Horizon Europe, EIC, Eurostars, and LIFE programmes. Unlike generic AI writing assistants, it simulates the perspective of a real reviewer by applying programme-specific rubrics and official evaluation criteria. Its primary goal is to identify score-limiting weaknesses before you submit, ensuring your proposal is robust enough to withstand actual assessment conditions.

Ruthless Evaluator Key Features

  • Official Criteria Alignment: Evaluates your draft against the Excellence, Impact, and Implementation criteria used in actual EU Work Programmes and evaluation forms.
  • Reviewer-Style Scoring: Produces realistic scores and comments that flag vague claims, missing evidence, and structural misalignments.
  • Actionable Recommendations: Provides precise, criterion-linked suggestions to help teams know exactly where to strengthen their justification and content.
  • Side-by-Side Iteration Tracking: Allows users to compare different versions of their proposal to track score movement and verify improvements across multiple drafts.

By focusing on security and privacy, the platform ensures that drafts are processed solely for evaluation and never used for model training, maintaining full IP ownership for the applicant.

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