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Shap-E (OpenAI) vs Icons (SDXL Flat Pop): 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.

Replicate
Image Generation
vs
Replicate
Image Generation
Verdict

Shap-E (OpenAI) and Icons (SDXL Flat Pop) 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

SpecShap-E (OpenAI)Icons (SDXL Flat Pop)
ProviderReplicateReplicate
CategoryImage GenerationImage Generation
Input cost / 1M tokensn/an/a
Output cost / 1M tokensn/an/a
Context window——
Max output tokens——
Avg. latency——
Featured—Yes
New——
Capabilities
text
image
image

Pricing example

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

Shap-E (OpenAI)
n/a

100K in × n/a + 50K out × n/a

Icons (SDXL Flat Pop)
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 Shap-E (OpenAI)
let r = await client.chat.completions.create({
  model: "cjwbw/shap-e",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to Icons (SDXL Flat Pop)
r = await client.chat.completions.create({
  model: "galleri5/icons",
  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 Shap-E (OpenAI)
r = client.chat.completions.create(
    model="cjwbw/shap-e",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to Icons (SDXL Flat Pop)
r = client.chat.completions.create(
    model="galleri5/icons",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using Shap-E (OpenAI)
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "cjwbw/shap-e",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

# After — switched to Icons (SDXL Flat Pop)
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "galleri5/icons",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

Which one wins for...

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

Coding
Shap-E (OpenAI)

Higher coding category match or larger context wins.

Writing
Shap-E (OpenAI)

Bigger context window helps maintain long-form coherence.

Long documents
Shap-E (OpenAI)

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, Shap-E (OpenAI) or Icons (SDXL Flat Pop)?
Shap-E (OpenAI) and Icons (SDXL Flat Pop) 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, Shap-E (OpenAI) or Icons (SDXL Flat Pop)?
Shap-E (OpenAI) and Icons (SDXL Flat Pop) have similar context windows (— vs —).
Is Shap-E (OpenAI) better than Icons (SDXL Flat Pop) for coding?
For coding-heavy workloads we lean toward Shap-E (OpenAI) 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 Shap-E (OpenAI) and Icons (SDXL Flat Pop) via Railwail?
Yes. Both Shap-E (OpenAI) and Icons (SDXL Flat Pop) 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 Shap-E (OpenAI) to Icons (SDXL Flat Pop)?
Replace the model identifier "cjwbw/shap-e" with "galleri5/icons" 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 Shap-E (OpenAI) and Icons (SDXL Flat Pop) side by side

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

Get Started FreeView Shap-E (OpenAI)View Icons (SDXL Flat Pop)