Migration assistant

Replacing Text Embedding 3 Small?

Ranked replacement candidates, each shown with exactly what changes if you switch. Same-provider matches surface first because switching cost is lower; capability regressions are flagged in red.

OP
Migrating from

Text Embedding 3 Small

OpenAI · Embedding · Active
Input: $0.02/M Output: —/M Context: 8K
View detail →
#1 RECOMMENDED

Text Embedding 3 Large

OpenAI · Embedding
same provider; same family; 200% more expensive input; same context window
View full detail →
What changes if you switch
Field Text Embedding 3 Small Text Embedding 3 Large Impact
Input price $0.02/M $0.06/M +200% more expensive
Output price Not verified for either model
Context window 8K tokens 8K tokens Same capacity
Lifecycle Active Active Same status
Other candidates
#2

text-embedding-ada-002

OpenAI
same provider; same family
Details →
#3

Mistral Embed

Mistral AI
same family; same context window
Details →
#4

GPT-4 32K

OpenAI
same provider; 200% more expensive input; 32K context (larger)
Details →
Input price: +200% more expensiveContext window: +291% larger
#5

GPT-4.1 Mini

OpenAI
same provider; 1900% more expensive input; 1M context (larger)
Details →
Input price: +1900% more expensiveContext window: +12688% larger
Methodology

How candidates are ranked

Candidates are ranked by how much of the source model's profile each one preserves — weighing switching cost (same provider or model family surface first), capability parity (what you keep versus what you'd lose), context window, and pricing direction. A candidate that is itself deprecated is pushed down the list; one that's already retired is never recommended.

Ranking is purely algorithmic — no editorial weighting, no paid placement. Every value is pulled from each provider's own documentation; click any model name to see the source-linked detail.