AI Company Market Strategy Reports powered by LLM Authority Index. Each report shows how AI systems surface, compare, and recommend your specific brand — with remediation priorities for AEO, citation architecture, and SEO visibility.
Independent market intelligence - Not case studies
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Discord is visible in AI answers for chat, community, and casual collaboration, but it is not a default workplace shortlist leader.

Google Chat has ecosystem relevance inside Google Workspace, but it trails Slack and Microsoft Teams in communication prompts and lacks strong standalone.

Mattermost shows niche relevance in work collaboration platforms, especially for technical, regulated, and self-hosted teams.

Betterment appears in 41.4% of AI IRA responses but converts only 28.8% into valid recommendations, with weak Top 3 placement and stronger results on.

Square Payroll appears in 35.8% of AI payroll software responses but earns valid recommendations in only 25.4%, with no rank-one placements across six tracked.

August 2026 benchmark of Paychex in payroll software AI responses: high visibility across platforms, but no rank-one recommendations and limited top-three.

Real Estate and Mortgage Institute of Canada appears most often in education and licensing prompts, with limited recommendation-stage visibility.

SoFi leads recommendation-stage performance for checking accounts, with strong discovery and pricing results but weaker comparison conversion across six AI.

Canadian Mortgage Brokers Association - Ontario is recognized in Ontario mortgage-broker and licensing prompts, but it does not earn valid recommendations.

Quicken WillMaker & Trust shows strong AI recommendation visibility in online estate planning, but low rank-one placement limits first-choice status across key.

August 2026 benchmark of African Ancestry in DNA testing kits across major AI platforms, highlighting low recommendation share, strong sentiment, and platform.

August 2026 benchmark of Imperfect Foods in grocery delivery shows strong positive sentiment but weak AI recommendation visibility, with no rank-one placements.

August 2026 benchmark of Instacart in grocery delivery services shows category-leading AI recommendation rates, strong Google performance, and a notable.

Rabbit Air appears in 26.9% of AI responses for air purifiers, with strong sentiment and Google AI Overviews performance but major visibility gaps on Gemini.

Anthem shows weak AI visibility in Medicare Supplement Insurance, with low recommendation rates, no rank-one placements, and major gaps in discovery-stage.

Humana appears in 77.8% of AI responses for Medicare Supplement Insurance, but earns rank-one placement in just 4.6%, revealing a gap between visibility and.

August 2026 benchmark of Aetna in Medicare Supplement Insurance shows strong AI mention rates but weak recommendation performance, especially in rank-one and.

August 2026 benchmark of UnitedHealthcare in Medicare Supplement Insurance shows leading AI recommendation share, with key gaps in neutral mentions and.
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