Case Studies1 min read • Feb 13, 2026By Ethan Park

From invisible to recommended: A brand's GEO transformation (Feb 2026 Update 6)

Title: How ParallaxFlow Grew Its AI Visibility With Abhord (2026 Refresh)

Title: How ParallaxFlow Grew Its AI Visibility With Abhord (2026 Refresh)

Company snapshot

  • Industry: B2B SaaS (workflow orchestration for data teams)
  • Team size: 85 employees
  • ICP: Mid-market analytics and data engineering teams
  • Cycle: 6-month Abhord engagement (July 2025–January 2026)

1) The initial problem

By mid-2025, ParallaxFlow noticed a pattern in sales calls: prospects said, “We asked an AI assistant for the top workflow orchestration tools and didn’t see you,” or, “The model described ParallaxFlow as an open-source library.” Internally, the team ran 120 buyer-intent prompts across major LLMs and found:

  • Brand mention rate: 14% (only 1 in 7 prompts named ParallaxFlow)
  • Misclassification rate: 38% (often labeled as professional services or open-source)
  • First-mention share: 4% (appeared first in the answer just 1 in 25 times)
  • “AI Overview” panels: 2.7% share-of-voice in blended SERP+AI results

Ethan Park

AI Marketing Strategist

Ethan Park brings 13+ years in marketing analytics, SEO, and AI adoption, helping teams connect AI visibility to measurable growth.

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