AI Visibility
measured26/100
Emerging · in 3D & CAD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
9
across 163 prompts
AI Share of Voice
9%
across 163 prompts
Critical Issues
4
critical + high
Shortlist Position
2/79
Not Visible · 3d Cad Discovery
How AI Visibility breaks down
in 3D & CAD
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories OctaneRender is visible in
1Your visibility gap
OctaneRender surfaces in 2/79 3d Cad discovery prompts. Claim this profile to see which 77 prompts you're missing and how to win them.
Executive summary
OTOY (OctaneRender) has meaningful B2B AI visibility via G2 citations (11 OctaneRender reviews, 4.1/5) and first-party pricing pages with explicit subscription tiers (e.g., Studio+). The biggest citation risk is evaluation-stage coverage for manufacturing/engineering workflows (e.g., “3D & CAD software for manufacturing industries”, “top CAD tools for engineering teams”) because the site lacks crawlable, schema-rich evaluation content (SoftwareApplication/FAQPage) and first-party “brand vs competitor” positioning for those buyer intents.
Based on audit of otoy.com · Sep 1, 2026