Migration assistant

Replacing text-embedding-ada-002?

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-ada-002

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

Text Embedding 3 Large

OpenAI · Embedding
same provider; same family
View full detail →
What changes if you switch
Field text-embedding-ada-002 Text Embedding 3 Large Impact
Input price $0.06/M Source price not verified
Output price Not verified for either model
Context window 8K tokens One value not verified
Lifecycle Active Active Same status
Other candidates
#2

Text Embedding 3 Small

OpenAI
same provider; same family
Details →
#3

chatgpt-image-latest

OpenAI
same provider
Details →
#4

DALL·E 3

OpenAI
same provider
Details →
#5

GPT Image 1

OpenAI
same provider
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.