Source Concordance
100 − 2 × mean|score − median| across normalised sentiment scores
Google NLP · LLM Platforms
Untap is a Cairo-based innovation management SaaS platform struggling with significant market visibility and brand differentiation challenges. While positioned in workflow automation and innovation management, the entity lacks strong topical authority, verified client relationships, and clear market positioning against established competitors like IdeaScale and Brightidea. The company faces mounting brand confusion issues, including conflicts with Magic: The Gathering gaming terminology and domain strategy fragmentation, while AI systems increasingly struggle to distinguish it from similarly named entities across different industries.
AI Visibility rising
AI Visibility moved +1 points over the last 30 days.
100 − 2 × mean|score − median| across normalised sentiment scores
mean(surface_breadth_pct, log10(articles)/3 × 100)
sources_present / 3 × 100