ColdFusion mentioned alongside a new competitor
Triggered when an AI platform pairs the entity with a brand it hasn't previously been compared to.
Example: "ChatGPT now mentions [new entrant] in 3 of 10 prompts where it previously only cited you."
Adobe's rapid web application development platform using CFML, valued for quick prototyping but seen as legacy tech
cold-fusionConfidence score: 697.377
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Canonical presence
1 account resolved · last refreshed 5 days ago
No AI surface evidence yet
AI engine observations have not yet been collected for ColdFusion. Evidence will appear here as data is gathered.
Everything else on this page is a single point-in-time read. Monitoring turns it into a feed: alerts when scores move, weekly briefings, competitor watch and AIO citation tracking — delivered to inbox or Slack.
Triggered when an AI platform pairs the entity with a brand it hasn't previously been compared to.
Example: "ChatGPT now mentions [new entrant] in 3 of 10 prompts where it previously only cited you."
Triggered when sentiment lean drops more than 10 points week-over-week on any platform.
Example: "Perplexity's tone toward ColdFusion shifted from positive to mixed (-14 lean) over 7 days."
Triggered when Google's AI Overview begins citing the entity's domain for a tracked query.
Example: "ColdFusion now appears as a cited source for 4 new AIO queries in your category."
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Discussion
How the world is talking about ColdFusion right now.
Confirmed across 3 sources · confidence 95% · founded +1995-01-0
Provenance
Track up to 20 competitors alongside this entity. Get alerted when their visibility, sentiment or share-of-voice diverges materially.
Define thresholds that matter to you. Score drops, narrative theme appearances, named competitor mentions, sentiment lean shifts.
Auto-generated Monday morning summary: what moved, why it likely moved, what to do this week. Built from your tracked entity + competitors.
Trending
Weighted composite — technical, content, on-page, schema, performance, GEO, images
Top Recommendations
Experience · Expertise · Authoritativeness · Trustworthiness
How well this site is optimized for AI search engines
AI Crawler Access
Cross-surface coverage from live web index sweeps
Cross-source change detection · last 30 days
No drift events detected — signals are stable across surfaces.
How much of this entity’s declared structured data is actually being cited by AI platforms.
Schema nodes
1
With citations
0
Anchors matched
0/0
Orphan citations
16
Declared schema nodes
No declared anchors (url / sameAs / identifier) on this node.
Cited but not declared
+11 more
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68%
Share of Voice
80%
Brand Mention Rate
Coverage
17
Total Citations
100%
Domain Citation Rate
75
Authority Score
Mentioned & Cited
Source Divide
23/100
Citation Diversity Index — 4A / 4B / 8C · 1 multi-platform
AI outputs show a blend of positive and negative framing, often context-dependent.
“ColdFusion is praised for its ease of use and rapid development capabilities, but some developers criticize it for being less modern compared to alternatives.”
“ColdFusion has declining popularity and smaller developer community, with expensive licensing fees compared to open-source alternatives.”
“ColdFusion is generally regarded as a mature but niche/legacy technology that has lost mainstream popularity to frameworks like Node.js, Python/Django, Java/Spring, or PHP/Laravel.”
“ColdFusion is praised for its ease of use and rapid development capabilities, but some developers criticize it for being less modern compared to alternatives.”
“ColdFusion has declining popularity and smaller developer community, with expensive licensing fees compared to open-source alternatives.”
We tried and got nothing — our team has been notified.
“ColdFusion is generally regarded as a mature but niche/legacy technology that has lost mainstream popularity to frameworks like Node.js, Python/Django, Java/Spring, or PHP/Laravel.”
“ColdFusion is often seen as a mature, niche platform with a loyal user base, not as trendy or widely adopted as newer frameworks/languages.”
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Computer application — SoftwareApplication, Thing (score: 697.3770141601562)
Q468446 — 30 sitelinks, 16 statements
Adobe ColdFusion is a commercial rapid web-application development computing platform created by J. J. Allaire in 1995. ColdFusion was originally designed to make it easier to connect simple HTML page…
2 articles
Sentiment: 0.00 (magnitude: 4.30)
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“ColdFusion is often seen as a mature, niche platform with a loyal user base, not as trendy or widely adopted as newer frameworks/languages.”
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