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Subcategory · AI Citation Index

Secrets Management

The secrets management category shows mature vendor consolidation with 23 consensus brands but only 12 reaching evaluation, suggesting buyers quickly narrow choices based on infrastructure fit. HashiCorp leads at 67% shortlist rate with broadest model diversity (5), while cloud-native options (Azure Key Vault 66%, Google Cloud 56%) compete directly with platform-agnostic specialists. The 1Password-to-LastPass gap (64% vs 6%) reveals dramatic market shifts, likely driven by security incidents reshaping trust. Mid-tier players like withrotate.com (48%) indicate emerging rotation-focused niches.

166 discovery queries · 233 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 166 buyer-style "Secrets Management" queries

13%28%43%59%74%Coverage — share of discovery prompts where the brand surfaces72%78%84%90%96%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Score shifts, new entrants, citation gaps — every Monday.

Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Cyberark
5/5
2Azure Key Vault
5/5
3Google Cloud
5/5
4Privileged Access Management
5/5
5Delinea
4/5
1Hashicorp
5/5
2Doppler
5/5
3Azure Key Vault
5/5
4Google Cloud
5/5
51password
5/5
1GitLab
4/5
21password
4/5
3Bitwarden
4/5
4LastPass
3/5
5Azure Key Vault
3/5
1Hashicorp
5/5
2Azure Key Vault
5/5
31password
5/5
4GitLab
5/5
5Rotate
4/5
1Hashicorp
4/4
2Doppler
4/4
31password
4/4
4GitLab
4/4
5Azure Key Vault
4/4
11password
4/4
2Bitwarden
4/4
3Hashicorp
4/4
4Azure Key Vault
4/4
5Google Cloud
4/4
1Azure Key Vault
4/4
2Hashicorp
4/4
3Doppler
4/4
4Cyberark
4/4
51password
4/4
1Cyberark
4/4
2Delinea
4/4
3Google Cloud
4/4
4Privileged Access Management
3/4
5GitLab
3/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · secrets-management

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 5/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand07152229Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 5/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

537 citations captured across Secrets Management prompt runs.

Vendor pages

227

Product, help, and marketing pages from tracked vendors

Independent sources

184

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Secrets Management questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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