{"id":"document-parse","slug":"document-parse","name":"Parse documents into LLM-ready chunks","shortName":"Parse documents into LLM-ready chunks","problemStatement":"Turn PDFs, Office, scans, and messy forms into markdown/JSON an agent can retrieve or extract from — not a web crawler.","whenNotTopPick":"Need connector-heavy ETL / VPC pipelines or OSS self-host partitioner — Unstructured; agentic forms/tables still fail LlamaParse bake-off — Reducto; you only have URLs not files — Firecrawl/Jina Reader.","categoryIds":["cat-search-scrape","cat-train-finetune"],"depotPickProviderId":"llama-parse","depotPickRationale":"Capability on tables/forms + dx + pricePerf of the cheap tier. Distinct from llm-ready-extract (web) and rag-memory (store).","runnersUpIds":["unstructured","reducto","jina"],"weights":{"capabilityFit":0.25,"pricePerformance":0.18,"latencyReliability":0.15,"developerDx":0.15,"privacyPosture":0.1,"lockInRisk":0.07,"maturity":0.1},"methodologyNotes":"Capability on tables/forms + dx + pricePerf of the cheap tier. Distinct from llm-ready-extract (web) and rag-memory (store).","tags":["document"],"depth":{"whenNotToUse":{"text":"Need connector-heavy ETL / VPC pipelines or OSS self-host partitioner — Unstructured; agentic forms/tables still fail LlamaParse bake-off — Reducto; you only have URLs not files — Firecrawl/Jina Reader.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"unstructured","name":"Unstructured","overallForJob":8.12,"pickOverallForJob":8.22,"beatsPickOn":["pricePerformance","privacyPosture","lockInRisk"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.8,"runnerUpLockInRisk":3.8,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":["open source (provider tag `oss`)"],"pickNotes":[],"selfHostFallback":[{"id":"markitdown","name":"MarkItDown","license":"MIT","sourceUrl":"https://github.com/microsoft/markitdown/blob/main/LICENSE"},{"id":"florence-2-base","name":"Florence-2-base","license":"MIT","sourceUrl":"https://huggingface.co/microsoft/Florence-2-base/raw/main/LICENSE"},{"id":"paddleocr","name":"PaddleOCR","license":"Apache-2.0","sourceUrl":"https://raw.githubusercontent.com/PaddlePaddle/PaddleOCR/main/LICENSE"}],"migration":"Runner-up Unstructured has lower stored lock-in risk (3.8 vs 4.8, 0–10, higher = more lock-in). Self-host fallback listed for this job: MarkItDown, Florence-2-base, PaddleOCR.","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":0,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}}}}