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GPT-5.4 Mini vs SAM 2 (Segment Anything 2): 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.

OpenAI
Multimodal
vs
Replicate
Multimodal
Verdict

GPT-5.4 Mini and SAM 2 (Segment Anything 2) are closely matched on pricing and context. The right choice depends on your specific workload — see the table below for the full breakdown.

Side-by-side specs

SpecGPT-5.4 MiniSAM 2 (Segment Anything 2)
ProviderOpenAIReplicate
CategoryMultimodalMultimodal
Input cost / 1M tokens$0.90n/a
Output cost / 1M tokens$5.40n/a
Context window400K tokens—
Max output tokens128,000—
Avg. latency——
FeaturedYesYes
NewYes—
Capabilities
text
image
image
video

Pricing example

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

GPT-5.4 Mini
$0.36

100K in × $0.90 + 50K out × $5.40

SAM 2 (Segment Anything 2)
n/a

100K in × n/a + 50K out × n/a

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 GPT-5.4 Mini
let r = await client.chat.completions.create({
  model: "gpt-5.4-mini",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to SAM 2 (Segment Anything 2)
r = await client.chat.completions.create({
  model: "meta/sam-2",
  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 GPT-5.4 Mini
r = client.chat.completions.create(
    model="gpt-5.4-mini",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to SAM 2 (Segment Anything 2)
r = client.chat.completions.create(
    model="meta/sam-2",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using GPT-5.4 Mini
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-5.4-mini",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

# After — switched to SAM 2 (Segment Anything 2)
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "meta/sam-2",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

Which one wins for...

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

Coding
GPT-5.4 Mini

Higher coding category match or larger context wins.

Writing
GPT-5.4 Mini

Bigger context window helps maintain long-form coherence.

Long documents
GPT-5.4 Mini

The larger context window is the deciding factor.

Vision
Tie

Multimodal/vision support is required for image inputs.

Real-time chat
Tie

Lower average latency wins for interactive UX.

Cost-sensitive
Tie

The model with the lower input-token price wins.

Frequently asked questions

Which is cheaper, GPT-5.4 Mini or SAM 2 (Segment Anything 2)?
GPT-5.4 Mini and SAM 2 (Segment Anything 2) cannot be compared on per-token price: at least one of them has no per-token price listed (it is priced per run or not yet priced). See each model page for its current price.
Which has more context, GPT-5.4 Mini or SAM 2 (Segment Anything 2)?
GPT-5.4 Mini has the larger context window at 400K tokens, compared to — for SAM 2 (Segment Anything 2).
Is GPT-5.4 Mini better than SAM 2 (Segment Anything 2) for coding?
For coding-heavy workloads we lean toward GPT-5.4 Mini 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 GPT-5.4 Mini and SAM 2 (Segment Anything 2) via Railwail?
Yes. Both GPT-5.4 Mini and SAM 2 (Segment Anything 2) 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 GPT-5.4 Mini to SAM 2 (Segment Anything 2)?
Replace the model identifier "gpt-5.4-mini" with "meta/sam-2" 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 GPT-5.4 Mini and SAM 2 (Segment Anything 2) side by side

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

Get Started FreeView GPT-5.4 MiniView SAM 2 (Segment Anything 2)