AEO Score
61
Growing Presence
Avg Prompt Score
35
across 683 prompts
AI Share of Voice
34%
across 667 prompts
Critical Issues
3
critical + high
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 Weights & Biases is visible in
4Brand overview
wandb.ai is a B2B SaaS (Weights & Biases) and already has meaningful AI citation fuel via G2 (44 reviews, 4.7/5) and active Reddit + strong LinkedIn authority. The biggest AI citation risk is evaluation-stage “vs/alternatives/pricing” queries: while pricing is publicly crawlable with tiering (e.g., Free/Pro/Enterprise starting at $60/month), the domain lacks clearly indexed first-party “[Brand] vs [Competitor]” comparison pages and there’s no evidence of SoftwareApplication/FAQPage structured data for AI evaluation queries.
Based on audit of wandb.ai · May 17, 2026