Data Extraction API Cost Ranking
Every model ranked by cost for a typical extraction workload: 500 documents/day, 1,500 input / 300 output tokens per document.
Top Picks by Volume
Small Volume (under $25/month)
Gemini 2.5 Flash-Lite$14.85/mo
DeepSeek V4 Flash$17.55/mo
GPT-4o mini$22.50/mo
Medium Volume ($50-150/month)
Claude Haiku 4.5$67.50/mo
DeepSeek V4 Pro$65.25/mo
Gemini 2.5 Pro$87.00/mo
High Volume ($200+/month)
GPT-5$130.50/mo
Claude Sonnet 4.6$167.50/mo
GPT-5.5$502.50/mo
Strategy: Confidence-Based Routing
Use confidence-based routing — run cheap models first, escalate complex documents to premium models only when confidence is low.
Smart Extraction Pipeline
80% standard docs → Gemini Flash Lite ($0.075/$0.30)$11.88/mo
15% moderate → GPT-4o mini ($0.15/$0.60)$4.05/mo
5% complex → Claude Sonnet ($3/$15)$5.58/mo
Total with routing$21.51/mo (vs $167 on Claude Sonnet)
Confidence routing saves 87% compared to using Claude Sonnet for everything. Most documents follow standard templates — only edge cases need premium models.
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Open Savings Calculator →Key Factors When Choosing a Data Extraction API
- Input token price matters most: Data extraction is input-heavy — you send full documents (1,000-5,000 tokens) and get back structured data (200-500 tokens). Focus on input pricing.
- Accuracy vs cost: Budget models handle standard templates (invoices, receipts) well. Complex layouts (multi-page contracts, handwritten forms) benefit from mid-tier models.
- Context window: Long documents (contracts, legal filings) need large context windows. Gemini Flash offers 1M context at budget pricing.
- Structured output: JSON mode and function calling improve extraction reliability. All major providers support this, but quality varies.
- Batch processing: For high volumes, batch APIs offer 50% discounts. OpenAI and Anthropic both offer batch pricing.
- Rate limits: Document processing pipelines often hit rate limits. DeepSeek and Gemini have generous limits for high-volume extraction.
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Related Reading
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