Series 01 · The Search–Citation Gap № 02 of 03 ● CNAPP division

The CNAPP Inversion.

The acronym is collapsing. The full term is exploding. Every named vendor's brand search is contracting. And one vendor still pulling real demand has zero AI citations across four engines — the most-exposed quadrant in the new measurement frame.

The pair · Demand side

Three things happening at once.

Term12-mo searchesYoY
cnapp (acronym)38,800−45%
cloud native application protection platform17,980+269%
sysdig35,000−14%
orca security26,200−48%
prisma cloud19,700−53%
aqua security13,820−32%
wiz cloud security10,480−51%
Google US, last 12 months vs. prior 12 months. Source: MyTelescope.
The pair · Citation side

Four engines cite the same canonical three.

VendorEngines citingRead
Wiz4 / 4Universal
Orca Security4 / 4Universal
Prisma Cloud (now Cortex Cloud)4 / 4Universal
Microsoft Defender for Cloud3 / 4Strong
CrowdStrike Falcon Cloud Security3 / 4Strong
Sysdig · SentinelOne · AccuKnox2 / 4Mid-tier
Qualys · Lacework · Check Point CloudGuard · Datadog · Aikido1 / 4Single-engine
Aqua Security0 / 4⚠ Not cited
Query: "best CNAPP vendor for cloud security in 2026." Fanned across Perplexity, OpenAI, Grok, Gemini.

What the numbers say.

Finding 1 · Category-term inversion.

The acronym is down 45% year-over-year. The full term — cloud-native application protection platform — is up 269%. Buyers are getting more specific in their queries. The likeliest cause: AI-mediated discovery. LLMs surface canonical full terms and train the public to type them that way. The shorthand the category was sold on is being unsold by the engines.

Finding 2 · Universal brand-search contraction.

Every CNAPP leader's brand search is down 30 to 53% year-over-year. Orca down 48%. Prisma Cloud down 53%. Wiz down 51%. Aqua down 32%. Categories don't usually contract this fast at the vendor-search level. Two likely causes: AI search displacing vendor-specific Google queries — buyers ask Perplexity instead of typing the name — and the Wiz acquisition uncertainty bleeding across the category.

Finding 3 · The Aqua Quadrant.

Aqua Security has 13,820 brand searches per year. Real demand — still on the boards. None of the four AI engines cite them when asked about CNAPP. Zero of four. Search-visible, citation-invisible.

That is the most exposed quadrant in the new frame. Buyers still know the name. AI engines no longer recommend it. Brand-search demand will catch down to AI-citation reality within two to four quarters. The brand has a margin of safety that the citation graph already withdrew.

The argument

The vendors who survive the next phase are the ones who hold AI-citation universality even as brand search erodes. The ones who lose AI citation but keep brand search are the most exposed.

The quadrant, named.

The first piece in this series argued that AI citation is becoming the leading demand signal — the Expel Pattern. This piece adds the other corner of the frame.

Four quadrants, two axes:

  1. High brand search · high AI citation — stable. Both inventories agree. Wiz, Arctic Wolf live here.
  2. Low brand search · high AI citation — early or winning. Cited before the search box catches up. Expel.
  3. High brand search · low AI citationmost exposed. The Aqua Quadrant. Brand equity decaying on a delayed clock.
  4. Low brand search · low / zero AI citation — pre-traction or fading. Neither inventory carries the name.

The next piece — AI Security — adds a third complication to the frame: what happens to the citation graph when the cited vendors get acquired before the engines have a chance to forget them.

Read Dispatches →