FOR ML RESEARCHERS · UNIVERSITY LABS · GRADUATE STUDENTS

LLM for Research
104 models · reproducible · grant-budget-friendly

Compare Claude 4.7 vs GPT-5 vs Gemini 3 vs DeepSeek-R1 in same notebook. Reproducible model versions for paper appendix. $5.99/mo flat fits grant budgets. EU-hosted, GDPR-friendly for sensitive research data.

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Comparative benchmarks in 1 notebook

# research_benchmark.py — same task across 5 frontier LLMs
from openai import OpenAI

client = OpenAI(
    base_url="https://api.brainiall.com/v1",
    api_key="brnl-..."
)

MODELS = [
    "claude-opus-4-7", "claude-sonnet-4-6",
    "gpt-5", "gemini-3-pro",
    "deepseek-r1", "qwen-qwq-32b"
]

PROMPT = "Solve: integral of x^2 * sin(x) dx from 0 to pi."

results = {}
for model in MODELS:
    response = client.chat.completions.create(
        model=model,
        messages=[{"role": "user", "content": PROMPT}],
        temperature=0,  # deterministic for reproducibility
        seed=42,         # reproducible seed
    )
    results[model] = response.choices[0].message.content

# Save for paper appendix:
import json, datetime
with open(f"benchmark_{datetime.date.today()}.json", "w") as f:
    json.dump(results, f, indent=2)

📚 Why researchers prefer Brainiall

Use-cases for academic research

📊 Comparative LLM evaluation

Benchmark frontier models for paper. Same prompt, 5+ LLMs, 1 notebook. Reproducible appendix.

📚 Literature review automation

Claude Opus 4.7 (1M context) summarizes 50+ papers per query. RAG with embedding-3-large.

🧬 Domain-specific Q&A

Build RAG over your lab's papers. Embedding + Claude Sonnet 4.6 for cited answers.

🎓 Teaching AI literacy

Pro Team $99/mo for course (5 students). Brainiall Academy provides structured curriculum.

🧪 Synthetic data generation

Generate training/eval data at scale. Llama 4 Maverick = $0.20/MTok = 5M tokens for $1.

🔬 Multimodal research

Gemini 3 Pro for image/video analysis. gpt-5-image for figure generation. Whisper for interview transcription.

Citation suggestion for papers

Models accessed via Brainiall API gateway (https://api.brainiall.com/v1,
OpenAI-compatible, EU-hosted) on May 2, 2026. Specific versions:
claude-sonnet-4-6 (Anthropic), gpt-5 (OpenAI), gemini-3-pro (Google),
deepseek-r1 (DeepSeek), llama-4-maverick (Meta). Reproducibility:
temperature=0, seed=42 (where supported by provider).

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Best LLM 2026 · Pricing · Brainiall Academy · Pricing comparison

Comparações para devs/equipes técnicas

VS GROQ
104 modelos vs 10 · multi-modal · cache 12%
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Closed-source LLMs + EU compliance + Studio
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Multi-provider via 1 chave · cache + fallback
$2-50/Mtok → $5.99/mo flat

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