StarCoder2 7B vs OpenAI Moderation

Compare StarCoder2 7B and OpenAI Moderation: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.

Updated 2026-05-21 · By Abhishek Raj · Our methodology

All BigCode models All OpenAI models What is an LLM API? Python Quickstart What is inference?
Feature StarCoder2 7B OpenAI Moderation
CategoryCodeSafety
Parameters7B~1B
Context Window16K32K
Input Price$0.008/1M tokensFree/1M tokens
Output Price$0.015/1M tokensN/A/1M tokens
Latency~60ms~50ms

Choose StarCoder2 7B when:

  • ✓ Code completion
  • ✓ Quick generation
  • ✓ Editor integration
Key Strengths:

Open weights, Many languages, Fast

Choose OpenAI Moderation when:

  • ✓ Content moderation
  • ✓ Input filtering
  • ✓ Safety checks
Key Strengths:

Free, Fast, Reliable categories

Verdict: StarCoder2 7B vs OpenAI Moderation

For cost efficiency, OpenAI Moderation wins at Free/1M input tokens. For speed, OpenAI Moderation is faster at ~50ms. StarCoder2 7B excels at Code completion while OpenAI Moderation is better for Content moderation. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.

Detailed Analysis

Pricing Comparison

StarCoder2 7B costs $0.008/1M input tokens and $0.015/1M output tokens. OpenAI Moderation costs Free input and N/A output. OpenAI Moderation is NaNx cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.

Performance & Context

StarCoder2 7B has a 16K context window with ~60ms latency. OpenAI Moderation offers 32K context at ~50ms. OpenAI Moderation has the larger context window.

Best For

StarCoder2 7B (Code) is optimized for: Code completion, Quick generation, Editor integration. OpenAI Moderation (Safety) works best for: Content moderation, Input filtering, Safety checks.

Try Both on XALEN

Both models are available through XALEN's OpenAI-compatible API. Switch between them by changing the model parameter:

from xalen import XALEN

client = XALEN(api_key="xln_test_YOUR_KEY")

# Use StarCoder2 7B
response_a = client.chat.completions.create(
    model="starcoder2-7b",
    messages=[{"role": "user", "content": "Your question here"}]
)

# Use OpenAI Moderation
response_b = client.chat.completions.create(
    model="openai-moderation",
    messages=[{"role": "user", "content": "Your question here"}]
)

Start Building with XALEN

200+ AI models. One API. Pay-as-you-go.

Get API Key Try in Playground

Frequently Asked Questions

Which is better, StarCoder2 7B or OpenAI Moderation?

StarCoder2 7B (Code, 7B) offers Open weights. OpenAI Moderation (Safety, ~1B) offers Free. Choose StarCoder2 7B for Code completion or OpenAI Moderation for Content moderation.

How much does StarCoder2 7B cost vs OpenAI Moderation?

StarCoder2 7B: $0.008/1M input, $0.015/1M output. OpenAI Moderation: Free/1M input, N/A/1M output. Both available on XALEN with batch processing at 50% discount.

Can I use both models on XALEN?

Yes. XALEN provides 200+ models through a single OpenAI-compatible API. Switch between StarCoder2 7B and OpenAI Moderation by changing the model parameter. No code changes needed.

Related Comparisons

StarCoder2 7B vs Vedika Code StarCoder2 7B vs DeepSeek Coder V2 StarCoder2 7B vs Qwen 2.5 Coder 32B StarCoder2 7B vs Codestral StarCoder2 7B vs StarCoder2 15B StarCoder2 7B vs Llama Guard 3 8B

Last updated: 2026-05-21. Pricing and specifications may change. Check pricing page for latest rates.