Bulk inference?
Brainiall flat elimina runaway bills

⚠️ The runaway batch bill problem

Real-world horror stories from per-token billing batch jobs:

• 🔥 RAG indexing 50k docs com Claude Opus → $4,500 single job (expected $400)
• 🔥 Translation pipeline 200k articles via GPT-4 → $2,800 (script bug = 10x retry)
• 🔥 Content factory generated 10k blog posts → $1,200 (forgot disable in dev)
• 🔥 Dataset enrichment 5M rows com Gemini Pro → $3,500 (parallelism cap missed)
• 🔥 Customer support fine-tune dataset → $8,000 (continuous retry bug)

Brainiall flat pricing eliminates all of these: max bill é cap do plan ($5.99 Pro chat, $99 Pro Team 50M tokens, $499 Business 500M tokens). Bug em retry loop não vira $5k overnight.

Batch workflows típicos

Batch architecture exemplo (Python)

import asyncio
from openai import AsyncOpenAI

# Brainiall flat pricing = no surprise bill mid-batch
client = AsyncOpenAI(
    base_url="https://api.brainiall.com/v1",
    api_key="brnl-..."
)

async def process_doc(doc):
    # Use Claude Haiku 4 for fast batch summarization (450ms TTFB)
    response = await client.chat.completions.create(
        model="claude-haiku-4-5",  # cheap + fast for batch
        messages=[{"role":"user","content":f"Summarize: {doc.text[:5000]}"}]
    )
    embedding = await client.embeddings.create(
        model="brainiall-embeddings-1k",
        input=response.choices[0].message.content
    )
    return {"summary": response.choices[0].message.content,
            "embedding": embedding.data[0].embedding}

async def batch_process(docs, concurrency=50):
    # Concurrent processing with semaphore
    sem = asyncio.Semaphore(concurrency)
    async def bounded(doc):
        async with sem: return await process_doc(doc)
    return await asyncio.gather(*[bounded(d) for d in docs])

# Process 10k docs in ~3 minutes (50 concurrent × 200ms each)
# Cost: included in $99 Pro Team plan (vs $300-1500 per-token)
results = asyncio.run(batch_process(my_docs))

Padrões batch comuns: Celery (Python), BullMQ (Node), Sidekiq (Ruby), AWS Step Functions, GCP Workflows. Brainiall OpenAI-compatible = drop-in para qualquer queue framework.

Plan recommendations por batch volume

Stop runaway batch bills agora

7 dias grátis Pro Team trial. Sem cartão. Substitua per-token billing em <1 hora.

Volume tier landings (compound)