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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Milgard’s AI recommendation standing in window replacement fell sharply by September 2026, with weaker conversion from mentions to shortlist placement across.

September 2026 benchmark of Liquid Web in WordPress hosting shows 15.25% AI mention presence but only 11.09% recommendation coverage and weak top-three.

Champion Windows saw stable but weak recommendation visibility in window replacement, with strong sentiment but no rank-one placements and declining coverage.

September 2026 benchmark of JELD-WEN in window replacement shows strong AI/search mention presence but weak shortlist conversion, with low top-three and.

September 2026 benchmark of Andersen in window replacement: strongest rank-one recommendation rate, but lower shortlist coverage than Pella and Marvin across.

September 2026 benchmark of Renewal by Andersen in window replacement AI recommendations, highlighting strong rank-one performance, weak shortlist coverage.

Marvin ranks second in window replacement recommendations, with strong shortlist presence and category-leading sentiment but weaker first-choice conversion on.

September 2026 benchmark of Allstate in wedding insurance shows strong AI mention visibility but weak recommendation conversion, low top-three placement, and.

Window World appears often in AI answers for window replacement but converts that visibility into recommendations less often, with the sharpest gaps on Google.

September 2026 benchmark of The Event Helper in wedding insurance shows strong rank-one placement and sentiment, but limited presence, especially on ChatGPT.

Simonton ranks fourth in window replacement recommendations across six AI platforms, with strong sentiment and broad presence but weak top-three placement.

Analysis of Progressive's September 2026 position in wedding insurance recommendations, highlighting weak shortlist conversion, platform gaps, and.

Nationwide remained visible in wedding insurance AI results in September 2026, but recommendation coverage, top-three placement, and rank-one selection fell.

Pella leads window replacement in AI recommendation coverage at 73.55%, but a falling top-three rate and weak rank-one conversion reveal a placement gap versus.

September 2026 benchmark of WedSafe in wedding insurance across six AI platforms, highlighting recommendation coverage, top-three gaps, sentiment strength, and.

ProVia gained recommendation coverage in window replacement AI results, but most growth came from mentions rather than top-three placement, leaving a clear.

September 2026 benchmark of WedSure in wedding insurance: strong sentiment and solid visibility, but weak rank-one placement and uneven recommendation.

September 2026 benchmark shows Herbalife had 5 mentions across 286 weight loss and metabolic health observations, but no valid recommendations on major AI.
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