Celestica Inc. Absent from 7 AI Recommendation Systems

⚠️ Celestica Inc. Coverage Gap Analysis

Celestica Inc. currently appears in 3 of 10 tracked AI recommendation systems, leaving 7 platforms where users cannot discover the brand.

Missing Platforms

• Gemini (Google)

• Claude (Anthropic)

• Grok (xAI)

• Perplexity

• Mistral

• Command (Cohere)

• Jamba (AI21)

Impact Assessment

Each missing platform represents a segment of the pre_purchase_influence_layer where Celestica Inc. has zero visibility. When users ask these AI systems about Celestica Inc.'s category, the brand does not appear in recommendations.

User Reach Gap

Based on platform usage estimates, this coverage gap affects approximately 360M users who may interact with these AI systems.

Recommendation

Improving contextual_emergence on missing platforms requires:

Ensuring brand information is accessible to AI training pipelines

Building prompt_affinity through relevant content associations

Monitoring for platform-specific recommendation_weight changes

*Data from OutCited.com • Week 49, 2025*