| Classify |
| Document classification API | ✓Dedicated API, optimized for cost & speed | ~Must build and maintain yourself | ~Template-based, limited flexibility |
| Parse |
| Agentic OCR | ✓ | ~Requires custom orchestration | ✕ |
| Layout-aware OCR | ✓ | ✓ | ✕ |
| Checkboxes / Signatures | ✓ | ~ | ~ |
| Fast parsing mode | ✓Low-latency mode for real-time use cases | ✕ | ✓Fast but rigid templates |
| Cost-optimized parsing | ✓Low-cost mode for high volume | ✕ | ✓ |
| Edit |
| File editing API | ✓ | ✕ | ✕ |
| Accurate form field detection | ✓ | ✕ | ~ |
| Edit forms in UI | ✓ | ✕ | ~Basic UI |
| Speed on long documents | ✓Seconds | ✕ | ~Minutes |
| Comprehensive field types | ✓Text, checkboxes, radio, signatures, tables | ✕ | ~Text & checkboxes only |
| Evals |
| Built-in evaluation framework | ✓Available for Extract, Split, Edit & Classify | ✕ | ✕ |
| Accuracy reports | ✓Performance metrics across all pipelines | ✕ | ✕ |
| Custom evaluation scoring | ✓LLM-as-a-judge, vector similarity, fuzzy matching | ✕ | ✕ |
| Monitoring |
| Latency waterfalls | ✓Detailed per-step latency breakdown | ✕ | ✕ |
| Step-by-step result inspection | ✓View outputs at each pipeline stage | ✕ | ✕ |
| Pipeline analytics & insights | ✓Actionable metrics to debug & optimize | ✕ | ✕ |
| Agents |
| Automated schema optimization | ✓Agent optimizes prompts & schemas | ✕Manual trial-and-error tuning | ✕ |
| Agentic confidence scoring | ✓Review Agent flags low confidence results | ✕ | ✕ |
| Agentic workflow builder | ✓Orchestrates pipelines with validations & human review | ✕ | ✕ |
| Enterprise-Readiness |
| Compliance | ✓SOC2, HIPAA, GDPR | ✕ | ✓SOC2, HIPAA |
| Uptime | ✓99%+ | ✕ | ✓99%+ |
| Self-host deployment | ✓ | ✓ | ✓ |
| Comprehensive audit logs | ✓ | ✕ | ~ |
| Version history | ✓ | ✕ | ✕ |
| Human-in-the-loop UI | ✓Built-in review & corrections | ✕ | ~ |
| Team collaboration | ✓Multiple team members collaborate on pipelines | ✕ | ~ |
| Centralized pipeline management | ✓Manage all pipelines from a single workspace | ✕ | ✕ |
| Pricing |
| Free trial | ✓ | ~LLM provider free tiers | ~ |
| Pay-as-you-go pricing | ✓ | ✓ | ~ |
| Slack support | ✓ | ✕ | ~ |
| Custom volume discounts | ✓ | ✕ | ✓ |