AI reads every comment. Anonymously.
Sentiment, topic clustering, and key phrases on every open-text response. The model never sees identifiers — anonymity is architecture, not policy.
Egypt · Saudi Arabia · UAE · Arabic + English · Multi-year enterprise programmes
Thousands of comments, three decisions.
Ranked themes with sentiment and example quotes — ready for leadership discussion the day after close.
Fine-tuned for Gulf Arabic dialects, code-switching, and industry vocabulary so “workload” and “ضغط العمل” land in the same cluster.
What people say most — and how they feel.
Theme volume and tone side by side so sponsors know whether “career growth” is praise or pain.
Example comments are shown only when they do not identify a person. Managers discuss patterns, not people.
From phrase to owned follow-up.
Push high-impact themes into action plans with owners, deadlines, and pulse evidence.
Comment intelligence is useless if it dies in a slide. Corpmetrix wires themes into the same loop as scores.