Self-Consistency Embedding Model Selection

Analyze embedding model options for {{use_case}} using multiple independent reasoning chains.

Context:
- Document corpus: {{corpus_description}}
- Query patterns: {{query_types}}
- Infrastructure: {{infrastructure_constraints}}
- Budget: {{monthly_budget}}

Reasoning Chain 1 - Performance Focus:
Evaluate models prioritizing retrieval accuracy and semantic quality.

Reasoning Chain 2 - Cost Focus:
Evaluate models prioritizing operational costs and efficiency.

Reasoning Chain 3 - Latency Focus:
Evaluate models prioritizing inference speed and throughput.

For each chain, independently:
1. Rank top 3 embedding models
2. Justify selection criteria
3. Calculate expected costs
4. Estimate performance metrics

Synthesize all chains to determine the optimal model choice with confidence level.