Migration assistant

Replacing Text Embedding 3 Large?

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 Large

OpenAI · Embedding · Active
Input: $0.06/M Output: —/M Context: 8K
View detail →
#1 RECOMMENDED

Text Embedding 3 Small

OpenAI · Embedding
same provider; same family; 67% cheaper input; same context window
View full detail →
What changes if you switch
Field Text Embedding 3 Large Text Embedding 3 Small Impact
Input price $0.06/M $0.02/M Save 67%
Output price Not verified for either model
Context window 8K tokens 8K tokens Same capacity
Lifecycle Active Active Same status
Other candidates
#2

GPT-5 Nano

OpenAI
same provider; 17% cheaper input; 400K context (larger)
Details →
Input price: Save 17%Context window: +4783% larger
#3

text-embedding-ada-002

OpenAI
same provider; same family
Details →
#4

GPT-4 32K

OpenAI
same provider; 32K context (larger)
Details →
Context window: +291% larger
#5

Mistral Embed

Mistral AI
same family; same context window
Details →
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.