Grok 4.3 vs Voyage AI voyage-code-3: Which AI Model Should You Choose?

Pricing, context windows, latency, capabilities, and a one-line code switch — everything you need to pick the right model.

xAI
Multimodal
vs
xAI
Embeddings
Verdict

Choose Grok 4.3 for cost-sensitive workloads — it is roughly 180.0× cheaper on input tokens. Choose Voyage AI voyage-code-3 when you need its broader capabilities or stronger benchmarks.

Choose Grok 4.3 for long documents (1.0M tokens context). Choose Voyage AI voyage-code-3 for shorter prompts where the smaller window keeps latency and cost down.

These models serve different use cases (Multimodal vs Embeddings) — pick the one whose category matches your workload.

Side-by-side specs

SpecGrok 4.3Voyage AI voyage-code-3
ProviderxAIxAI
CategoryMultimodalEmbeddings
Input cost / 1M tokens€0.0010€0.180
Output cost / 1M tokens€0.0030Free
Context window1.0M tokens32K tokens
Max output tokens1,000,000
Avg. latency
FeaturedYes
NewYes
Capabilities
text
image
text

Pricing example

A typical chat workload of 100,000 input tokens plus 50,000 output tokens.

Grok 4.3
0.0003

100K in × €0.0010 + 50K out × €0.0030

Voyage AI voyage-code-3
0.0180

100K in × €0.180 + 50K out × Free

For this workload, Grok 4.3 is cheaper than Voyage AI voyage-code-3 by 0.0178 per request.

Switch in one line

Both models live behind Railwail's OpenAI-compatible endpoint. Replace the model string and you are done.

JavaScript / TypeScript
import OpenAI from "openai";

const client = new OpenAI({
  apiKey: process.env.RAILWAIL_API_KEY,
  baseURL: "https://railwail.com/v1",
});

// Before — using Grok 4.3
let r = await client.chat.completions.create({
  model: "grok-4.3",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to Voyage AI voyage-code-3
r = await client.chat.completions.create({
  model: "voyage-code-3",
  messages: [{ role: "user", content: "Hello" }],
});
Python
from openai import OpenAI

client = OpenAI(
    api_key=os.environ["RAILWAIL_API_KEY"],
    base_url="https://railwail.com/v1",
)

# Before — using Grok 4.3
r = client.chat.completions.create(
    model="grok-4.3",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to Voyage AI voyage-code-3
r = client.chat.completions.create(
    model="voyage-code-3",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using Grok 4.3
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "grok-4.3",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

# After — switched to Voyage AI voyage-code-3
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "voyage-code-3",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

Which one wins for...

Quick verdicts derived from public specs. Always validate on your own workload.

Coding
Voyage AI voyage-code-3

Higher coding category match or larger context wins.

Writing
Grok 4.3

Bigger context window helps maintain long-form coherence.

Long documents
Grok 4.3

The larger context window is the deciding factor.

Vision
Grok 4.3

Multimodal/vision support is required for image inputs.

Real-time chat
Tie

Lower average latency wins for interactive UX.

Cost-sensitive
Grok 4.3

The model with the lower input-token price wins.

Frequently asked questions

Which is cheaper, Grok 4.3 or Voyage AI voyage-code-3?
Grok 4.3 is cheaper. On a 100K input + 50K output example, Grok 4.3 costs about €0.0003 versus €0.0180 for Voyage AI voyage-code-3 — a saving of €0.0178.
Which has more context, Grok 4.3 or Voyage AI voyage-code-3?
Grok 4.3 has the larger context window at 1.0M tokens, compared to 32K tokens for Voyage AI voyage-code-3.
Is Grok 4.3 better than Voyage AI voyage-code-3 for coding?
For coding-heavy workloads we lean toward Voyage AI voyage-code-3 on this comparison — it scores higher on the relevant heuristics (category, tags, or context window). Both models are usable for code via Railwail's OpenAI-compatible endpoint, so the safest path is to A/B test on your own prompts.
Can I use both Grok 4.3 and Voyage AI voyage-code-3 via Railwail?
Yes. Both Grok 4.3 and Voyage AI voyage-code-3 are accessible through a single Railwail API key and the OpenAI-compatible /v1/chat/completions endpoint. You only change the "model" parameter to switch between them — no SDK swap, no separate billing.
How do I switch from Grok 4.3 to Voyage AI voyage-code-3?
Replace the model identifier "grok-4.3" with "voyage-code-3" in your request payload. Everything else — API key, base URL, request shape — stays the same. See the code example on this page for the exact one-line change.

Try Grok 4.3 and Voyage AI voyage-code-3 side by side

One API key, one endpoint, both models. Start free — no credit card required.