CODIFLY / TECHNOLOGY INTELLIGENCE Edition 2026-09-08

Embeddings. Data to decide.

Models for semantic search, RAG and code retrieval.

Linked sources No sign-up to compare4 products and plans in this category

Editorial edition · Reviewed on 2026-09-08 · Not a real-time feed

Lowest text price in the catalog Voyage 4 Lite$0.02 USD / M tokensBuild your own comparisonUp to 4 options, side by side

Embeddings 4

Models for semantic search, RAG and code retrieval.

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4 results · Select 2 to 4 to compare Export CSV

Embeddings, sorted by Text price. Sources reviewed on 2026-09-08.
Select	Product / provider				Type
	VoVoyage 4 LiteVoyage AI	$0.02	1,024	32K	Texto multilingüe
	MiMistral EmbedMistral AI	$0.10	1,024	8K	Texto
	MiCodestral EmbedMistral AI	$0.15	3,072	8K	Código
	CoCohere Embed 4Cohere	No data	1,536	128K	Multimodal

Text pricing per million tokens, excluding starter credits and batch. Dimensions and context don't measure retrieval quality. Don't mix vector spaces from different models. Sources and methodology ↗

VISUAL EXPLORER

The differences at a glance

Every scale starts at zero. Each chart keeps its own unit.

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Text price

USD / M tokens · lower rate

0$0.075$0.15

Voyage 4 Lite

$0.02

Mistral Embed

$0.10

Codestral Embed

$0.15

1 with no data · left out of the chart

Source: vendor documentation · 2026-09-08

Reference dimensions

dimensions · a spec, not a score

01,5363,072

Codestral Embed

3,072

Cohere Embed 4

1,536

Mistral Embed

1,024

Voyage 4 Lite

1,024

Source: vendor documentation · 2026-09-08

Input per document

tokens · a spec, not a score

064K128K

Cohere Embed 4

128K

Voyage 4 Lite

32K

Codestral Embed

8K

Mistral Embed

8K

Source: vendor documentation · 2026-09-08

SIDE BY SIDE

Comparisons to start with

GPT-6 Astra vs. Claude Fable 5.1

Compare published indexes, API pricing and context limits.

Compare 2 options Cloud options

Lightsail · 1 GB vs. Droplet Basic · 1 GiB

Instances and platforms to deploy applications. Compare the plan, not just the vendor.

Compare 2 options Databases

Supabase · Free vs. Supabase · Pro

Managed database plans: entry price, storage and operating conditions.

Compare 2 options Embeddings

Mistral Embed vs. Voyage 4 Lite

Models for semantic search, RAG and code retrieval.

Compare 2 options Object storage

R2 · Standard vs. S3 · Standard · N. Virginia

Buckets for files, assets and backups: rates, operations and conditions.

Compare 2 options Message queues

SQS · Standard vs. Cloudflare Queues · Paid

Asynchronous delivery for workers, webhooks and background jobs.

Compare 2 options

BEYOND THE TABLE

Know what you're comparing.

A lower price is not a lower total cost. A higher index doesn't guarantee the best result in your application.

How to read the data

Choose an LLM for production

Embeddings and RAG

Design your retrieval

Developer library

Backend, data and architecture