Ad Inpaint (Product Photo) vs Sticker Maker: 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

Ad Inpaint (Product Photo) and Sticker Maker 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

SpecAd Inpaint (Product Photo)Sticker Maker
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
image
text
image

Pricing example

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

Ad Inpaint (Product Photo)
n/a

100K in × n/a + 50K out × n/a

Sticker Maker
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 Ad Inpaint (Product Photo)
let r = await client.chat.completions.create({
  model: "logerzhu/ad-inpaint",
  messages: [{ role: "user", content: "Hello" }],
});

// After — switched to Sticker Maker
r = await client.chat.completions.create({
  model: "fofr/sticker-maker",
  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 Ad Inpaint (Product Photo)
r = client.chat.completions.create(
    model="logerzhu/ad-inpaint",
    messages=[{"role": "user", "content": "Hello"}],
)

# After — switched to Sticker Maker
r = client.chat.completions.create(
    model="fofr/sticker-maker",
    messages=[{"role": "user", "content": "Hello"}],
)
cURL
# Before — using Ad Inpaint (Product Photo)
curl https://railwail.com/v1/chat/completions \
  -H "Authorization: Bearer $RAILWAIL_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "logerzhu/ad-inpaint",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

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

Which one wins for...

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

Coding
Ad Inpaint (Product Photo)

Higher coding category match or larger context wins.

Writing
Ad Inpaint (Product Photo)

Bigger context window helps maintain long-form coherence.

Long documents
Ad Inpaint (Product Photo)

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, Ad Inpaint (Product Photo) or Sticker Maker?
Ad Inpaint (Product Photo) and Sticker Maker 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, Ad Inpaint (Product Photo) or Sticker Maker?
Ad Inpaint (Product Photo) and Sticker Maker have similar context windows (— vs —).
Is Ad Inpaint (Product Photo) better than Sticker Maker for coding?
For coding-heavy workloads we lean toward Ad Inpaint (Product Photo) 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 Ad Inpaint (Product Photo) and Sticker Maker via Railwail?
Yes. Both Ad Inpaint (Product Photo) and Sticker Maker 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 Ad Inpaint (Product Photo) to Sticker Maker?
Replace the model identifier "logerzhu/ad-inpaint" with "fofr/sticker-maker" 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 Ad Inpaint (Product Photo) and Sticker Maker side by side

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