David Woods

Cognitive Systems Engineering Laboratory

David Woods' research is foundational for adaptive incident response and resilience engineering.

CITERANK · AUTHORITY ACROSS AI ENGINES

AI-cited voice

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CiteRank

Estimated · single engine (Perplexity)

ANSWER SHARE—

CITATION POTENTIAL—

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INTELLECTUAL PROFILEDERIVED FROM PUBLISHED WORK

WHAT MAKES THIS VOICE DISTINCT

David Woods pushes a distinctive angle by questioning the hype surrounding AI advancements, highlighting the need for a more realistic assessment of risks and benefits. He does this by referencing specific papers and authors, such as 'AI Gold Rush 2 Versus AI Realism', and citing concrete examples like the upcoming AI company IPOs. For instance, he notes that 'a variety of analysts are bearish on the upcoming AI company IPOs based on the returns needed to justify the scale of investment'

incident-response-sreTone: analytical-provocativePOV strength 8/10

short opinion takes

announcement of upcoming research

HOW THIS VOICE SHOWS UP

+names specific papers and authors

+uses colloquial expressions like 'House of El'

+references concrete business strategies

TOPICS THEY OWN

◆SRE & incident response

◆Observability & monitoring

◆Community-led growth

SHARE OF VOICENAMED IN 1 TOPIC · AVG 2.9% · BEST #17

Of all the names AI gives for a topic, the share that goes to this voice. Measured on prompts that don't mention anyone by name.

TOPICSHAREPOSITIONENGINES

SRE & incident response

named as "David Woods"

2.9%#17 of 21NaN

POSITIONS ON NARRATIVES

Not yet appearing in any tracked narrative. As this voice is cited across AI answers, their positions will surface here.