Executive summary
mongodb.com is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (e.g., G2 shows 548 reviews at 4.5/5) and enterprise analyst presence via Gartner Peer Insights (e.g., MongoDB Atlas shows 1,214 ratings at 4.5). The single highest-ROI fix is to strengthen first-party evaluation surfaces for comparison/pricing intent (e.g., ensure SoftwareApplication/FAQPage coverage for evaluation queries and add/expand first-party “[MongoDB] vs [Competitor]” pages that are crawlable and structured for AI).
Based on audit of mongodb.com · Apr 2, 2026
Avg Prompt Score
0
across 20 prompts
Category Rank
#5
of 19 brands
vs. Category Avg
+6
avg 65/100
Critical Issues
4
critical + high
Data · score distribution
19 brands71/100 · #5 of 19 · +6 above avg · median 63
Pillar scores vs. category average
Vertical line = category average (19 brands)