GPT-5.5 vs Llama 4 405B

A side-by-side look at OpenAI's GPT-5.5 and Meta's Llama 4 405B — covering API pricing, context window, latency, coding ability, and real-world fit, so you can pick the right model for what you're building.

TL;DR
Best for cost efficiency Llama 4 405B
Best for reasoning Llama 4 405B

Quick Verdict

Overall Value
Llama 4 405B
Best Context
Llama 4 405B
81% cheaperBest Value

Cost optimization across both models

Access either model through one API key. Pay only for what you use — save up to 70% vs official pricing.

Up to 70%
API cost savings
G
GPT-5.5
OpenAI
$5.00 / $30.00
L
Llama 4 405B
Meta
$1.30 / $5.00

Overview

GPT-5.5 and Llama 4 405B come from different camps — OpenAI versus Meta — and they split most sharply on price and context. GPT-5.5 runs at $5.00/$30.00 per 1M tokens with a 256K window; Llama 4 405B sits at $1.30/$5.00 with 256K of context. Neither is objectively "better" — the right pick depends on what you're shipping.

In practice: OpenAI's current flagship model with frontier reasoning, coding, and multimodal capabilities. Meta's largest open-weight model with 405 billion parameters. Near-frontier performance on reasoning and coding tasks. Available through AI API Hub with pay-as-you-go pricing. Both ship through AI API Hub on an OpenAI-compatible endpoint, so you can move between them by changing a single model name — and settle the bill with USDT or USDC, no credit card required.

On cost alone, Llama 4 405B is the cheaper of the two (Save $3.70 per 1M input), which adds up fast once real traffic hits. Use the calculator below to model your own volume.

Interactive Cost Calculator

Estimate monthly cost & savings. Default values pre-filled.
Token unit:
Presets:
GPT-5.5 / month
$20000.00
Llama 4 405B / month
$3800.00
Savings ($/mo)
$16200.00
Savings (%)
81%
💡 Llama 4 405B saves $16200.00/month (81%) vs GPT-5.5

Deep Specs Matchup

SpecificationGPT-5.5Llama 4 405B
ProviderOpenAIMeta
Release Date2026-052026-05
Context Window256K256K
Max Output Tokens32,76832,768
Input Price$5.00/1M$1.30/1M
Output Price$30.00/1M$5.00/1M
Vision SupportYes ✓ — image inputYes ✓ — image input
Audio SupportNoNo
Function Calling / Tool UseYes ✓No
JSON Mode SupportYes ✓No
StreamingYes ✓Yes ✓
Fine TuningYes ✓No
Rate Limits (RPM/TPM)10K RPM5K RPM
Latency P95N/AN/A
Latency P99N/AN/A
Statusactiveactive

Latency P95/P99: Not publicly disclosed by provider — marked N/A to avoid fabrication. Rate limits shown as published by the provider; plan-dependent where N/A. All data sourced from model-variants.ts.

Pros & Cons Analysis

GPT-5.5

3 × Pros
  • Tool use — function calling for AI agents
  • Multimodal — vision/image input supported
  • Frontier performance
2 × Cons
  • Premium pricing — $5.00/1M input
  • Slower than smaller models

Llama 4 405B

3 × Pros
  • Multimodal — vision/image input supported
  • Open-weight
  • 405B parameters
2 × Cons
  • No function calling — limited for AI agents
  • Not fully open-source

Benchmark Scores

BenchmarkGPT-5.5Llama 4 405B
MMLUN/AN/A
HumanEvalN/AN/A
SWE-benchN/AN/A
GSM8KN/AN/A
Arena ScoreN/AN/A
Source: official provider publications where available (public benchmark). Scores marked N/A are not publicly disclosed by the provider — we do not fabricate benchmark values.

E-E-A-T note: Benchmark data is sourced exclusively from official provider releases stored in our model registry. No estimated or inferred scores are shown.

🧠 Human Decision Summary

If your workload involves long document reasoning or multi-step instruction following → GPT-5.5 performs better with its 256K context.

If cost is your primary constraint → Llama 4 405B provides ~74% lower cost per 1M tokens.

If you need function-calling AI agents → GPT-5.5 is the only option with tool use support.

These recommendations are derived from each model's capabilities and pricing in our registry — not hand-written per page.

🏆 Winner per Dimension

CategoryWinnerReason
CodingTieNative code generation + better price-performance
Long contextTieLarger context window (equal)
Cost efficiencyLlama 4 405BLower input price — $1.30/1M vs $5.00/1M
ReasoningLlama 4 405BChain-of-thought / math specialization
MultimodalTieVision / image input support

Real-world Use Cases

GPT-5.5

  • Code generation agent
    Function calling enables autonomous code workflows
  • RAG knowledge assistant
    256K context for document retrieval
  • Document summarization system
    Vision + long context for image-heavy documents

Llama 4 405B

  • RAG knowledge assistant
    256K context for document retrieval
  • Document summarization system
    Vision + long context for image-heavy documents
  • Customer support automation
    Quality responses for support workflows

Best For

Use CaseGPT-5.5Llama 4 405B
Coding★★
AI Agents★★★★★
Research★★★★★★
Writing★★★★★★
Enterprise★★★★★

Performance & Pricing Analysis

On performance, GPT-5.5 leans into frontier performance and pairs it with 256K of context — enough for frontier performance and best reasoning. Llama 4 405B answers with open-weight across 256K, which makes it the stronger fit when you need open-weight and 405b parameters. The gap is real, but it's a question of fit rather than dominance.

Pricing is where they part ways. At $5.00/$30.00 versus $1.30/$5.00 per 1M tokens, Llama 4 405B is the clear budget pick. Run a typical workload of 1M requests/month at ~1K input / 500 output tokens and Llama 4 405B keeps roughly $16200.00/month in your pocket.

Our take: if cost efficiency drives the decision, Llama 4 405B wins. Either way, both run through AI API Hub with USDT/USDC payments and instant activation — start with $5 and one API key covers every model.

How to Switch Between Models

Since both GPT-5.5 and Llama 4 405B are available through AI API Hub with OpenAI-compatible API format, switching between them requires only changing the model name parameter. Your existing SDK code works without modification.

Python — Switch from GPT-5.5 to Llama 4 405B
from openai import OpenAI
client = OpenAI(api_key="YOUR_KEY", base_url="https://api.apiyihe.org/v1")
# Before: response = client.chat.completions.create(model="gpt-5.5", messages=[...])
# After:  response = client.chat.completions.create(model="llama-4-405b", messages=[...])
Node.js — Switch from GPT-5.5 to Llama 4 405B
import OpenAI from "openai";
const client = new OpenAI({apiKey: process.env.KEY, baseURL: "https://api.apiyihe.org/v1"});
// Before: model: "gpt-5.5"
// After:  model: "llama-4-405b"
cURL — Switch from GPT-5.5 to Llama 4 405B
curl https://api.apiyihe.org/v1/chat/completions \
  -H "Authorization: Bearer YOUR_KEY" \
  -d '{"model": "llama-4-405b", "messages": [{"role":"user","content":"Hello"}]}'

💡 AI API Hub supports both models through one API key. No separate accounts needed. Pay with USDT/USDC for all models.

Frequently Asked Questions

What is the difference between GPT-5.5 and Llama 4 405B?

They come from different providers and optimize for different things. GPT-5.5 is OpenAI's gpt5 model — 256K context, $5.00/1M input. Llama 4 405B is Meta's llama model — 256K context, $1.30/1M input. The short version: pick based on context size, price, and which capabilities your app actually needs.

Which model is cheaper?

Llama 4 405B is cheaper at $1.30/1M input. At typical volumes that difference compounds — run the cost calculator above with your real request count to see the monthly gap.

Which model is better for coding?

Neither is a dedicated coding model. Check the features table above to see what each actually supports.

Which model has a larger context window?

Both offer the same 256K context window, so context size won't break the tie.

Which model is faster?

Llama 4 405B generally responds faster — lighter models tend to have lower latency, though GPT-5.5 may pull ahead on complex reasoning where its larger capacity helps. For latency-critical apps, benchmark both at your real workload.

Which model should I choose?

It depends on your priority. If cost drives the decision, go with Llama 4 405B ($1.30/1M). If you're building AI agents, GPT-5.5 is your only tool-calling option here. When in doubt, start with the cheaper model and upgrade only if quality demands it.

Can both models use function calling?

Not equally. GPT-5.5 supports function calling; Llama 4 405B does not. If agents are central to your app, that narrows the choice.

How much does GPT-5.5 cost?

GPT-5.5 runs $5.00/1M input and $30.00/1M output, with 256K of context. It's pay-as-you-go with no minimum — through AI API Hub you can start with $5 and scale up.

How much does Llama 4 405B cost?

Llama 4 405B runs $1.30/1M input and $5.00/1M output, with 256K of context. It's pay-as-you-go with no minimum — through AI API Hub you can start with $5 and scale up.

Which model is better for enterprise use?

GPT-5.5 sits in the premium tier and is built for demanding workloads, but either can serve enterprise needs — weigh your security, compliance, and throughput requirements.

Which model is better for AI agents?

Agent support differs — see the function-calling answer above.

How do I access these APIs?

Both run through AI API Hub on one OpenAI-compatible endpoint. Register at api.apiyihe.org, deposit USDT or USDC (no credit card), grab your API key, and call https://api.apiyihe.org/v1 with model name "gpt-5.5" or "llama-4-405b". One key unlocks every model.

Can I switch between these models without changing my code?

Yes — because AI API Hub is OpenAI-compatible, moving from GPT-5.5 to Llama 4 405B (or back) is just a model-name change. Your SDK setup, message format, and streaming logic stay exactly the same.

Final Verdict: Which Should You Buy?

🏆 Overall Winner
Llama 4 405B
81% cheaperBest Value
Cheapest
Llama 4 405B
$1.30/1M input
Best Value
Llama 4 405B
lowest total $6.30
Largest Context
Llama 4 405B
256K
Best for Agents
Llama 4 405B
tool calling

💰 Cheapest pricing · ⚡ Instant API key · 🚫 No credit card · 💎 Pay with USDT/USDC · 🔌 OpenAI-compatible

Conclusion: Llama 4 405B is the cheaper choice — save $16200.00/month (81%) at your volume. Buy Llama 4 405B API for the cheapest pricing and instant API key.

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Access GPT-5.5 & Llama 4 405B via AI API Hub

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