parsr.
Comparing parsr vs Reducto?

Parsr vs Reducto: finance-specialist accuracy, EU residency without the enterprise tier

Reducto is excellent at one thing: turning arbitrary documents into LLM-ready context for RAG. Their RD-TableBench scores are genuinely best-in-class on dense layouts; their bargain $0.015/page rate beats nearly every competitor on raw parsing throughput. parsr's bet is different — we're purpose-built for finance documents (bank statements, payslips, brokerage), with EU residency on every plan instead of only on a custom Growth tier, and an explicit balance-chain validation Reducto's general-purpose parser doesn't surface.

Try parsr freeRead the docs
200 free pages/month · No credit card · 5-minute migration
Starting price
parsr€29 / mo
Reducto$350 / mo (Standard)
EU residency
parsrDefault — every plan
ReductoGrowth tier (custom pricing)
Free tier
parsr200 pages/mo + 500 signup credits
Reducto15,000 lifetime credits
Feature by feature

Side-by-side, the parts that matter

Verified against each vendor’s public docs and pricing pages, May 2026. Re-check before signing — vendors change tiers quietly.

parsr vs Reducto — capability matrix
CapabilityparsrReducto
Pricing modelSelf-serve €29 → €399/mo, transparent$350/mo Standard, Growth/Enterprise custom
Free tier200 pages/mo + 500 signup credits — recurs15,000 lifetime credits
EU residencyDefault · every planGrowth tier (custom)
Region binding (EU/US keys)Custom-tier region pinning
Finance-document specialisationBank, payslip, brokerage, receipt, invoiceHorizontal — any document
Balance-chain integrity validationvalidation.balance_chain objectNot surfaced
Per-page rate at scale€0.022 → €0.016 (Growth → Scale)$0.015 → $0.045
RD-TableBench score (public)Bank-statement bench — comingBest-in-class · public leaderboard
Confidence + bounding boxesEvery field, calibrated
MCP server
Native LangChain / LlamaIndexFirst-party packagesIndirect via splitters
Schema-driven extractionPOST /v1/extract with JSON Schema
Async + HMAC webhooks
General document coverageFinance documents onlyLegal, research, tables, anything
Honest assessment

When Reducto is the right call

We’re not the right fit for everyone. If your situation matches an amber row below, Reductois the better tool — and we’d rather you land there happy than land here frustrated.

pick ReductoYou parse legal contracts, research papers, or any document outside finance — Reducto's horizontal coverage and table benchmarks win cleanly.

pick ReductoYou need the absolute lowest per-page rate at high volume and you don't need EU residency or finance-specific validation.

pick ReductoYou're feeding a general-purpose RAG pipeline and want the table extraction quality Reducto's RD-TableBench number reflects.

pick ReductoYou want a public, peer-reviewed accuracy benchmark before signing a contract — Reducto publishes RD-TableBench numbers.

stay with parsrYou need EU residency at a self-serve price point, without ringing up a sales team for a Growth quote.

stay with parsrYou parse bank statements, payslips, or brokerage statements and want balance-chain validation built into the response.

stay with parsrYou're integrating into Claude Desktop, Cursor, or any MCP-aware agent — parsr's MCP server is first-party.

stay with parsrYou want predictable per-page pricing without compound credit math (Reducto's Standard tier is fixed; overage and feature multipliers can surprise).

Pricing, in plain math

What you actually pay at each volume

Listed prices from each vendor’s site, May 2026. We’re writing your monthly invoice, not the marketing tier.

Volume / monthparsrReductoDifference
1,000 pages€29 (Starter)$0 — within 15K free creditsReducto cheaper
5,000 pages€99 (Growth)$350 (Standard) — 15K credits incl.save ≈$240/mo
25,000 pages€399 (Scale)$350 + $0.015 × 10K = $500save ≈$70/mo
100,000 pagesCustom (≥ €2,000)Custom · Growth/Enterprise—
See /pricing for parsr’s full tier breakdown.
Where it matters most

Four features compared in detail

Quick rows in the table tell you what. These four tell you how — and why the difference is load-bearing for finance and AI-agent use cases.

Feature 01

Finance-document specialisation

A general parser turns every document into the same shape. Finance documents (bank statements, payslips, brokerage statements) have a known schema and known correctness invariants — opening + transactions = closing. A specialised parser leverages that.

parsr
Bank-statement schema is first-class: opening_balance, transactions[] with running_balance, closing_balance, plus validation.balance_chain that asserts the chain. We bake EU-format awareness (SEPA, IBAN, multi-currency) in.
  • Bank-statement, payslip, brokerage, invoice, receipt schemas
  • Balance-chain integrity asserted in the response
  • EU + US format coverage tested on real bank exports
  • Pre-trained doc_type endpoints, not generic parse
Reducto
Reducto's parser is general — give it any PDF, get LLM-ready output. Excellent on tables and dense layouts. Finance-specific invariants (balance chain, FX rate detection, cleared-vs-pending transaction status) aren't baked into the API; you derive them in your own pipeline.
  • Generic parse — any document type
  • Best-in-class table benchmarks
  • Finance invariants left to the caller
Feature 02

EU residency without an enterprise quote

Reducto's EU pinning lives on the Growth tier — custom pricing, sales call. parsr commits residency at every paid tier, with region-bound API keys that reject mis-routed requests at the edge.

parsr
EU residency is the default and binds at the API key level: sk_eu_live_…. Compute on Exoscale Zürich (A1 Group, no US parent), storage on R2 with jurisdiction='eu'. No sales call needed; pricing is published.
  • EU residency on every paid plan, including €29 Starter
  • Region-bound keys — cross-region rejected at edge
  • Exoscale Zürich · ISAE 3402 + BSI C5–aligned
  • DPA counter-signed in 1 business day
Reducto
EU region pinning is part of Reducto's Growth tier — custom-priced, requires a sales conversation. Below that, Reducto runs on US infrastructure. Workable if you have an enterprise budget and a procurement cycle.
  • EU residency on Growth tier only
  • Custom pricing, sales-led
  • Default tier runs in US
Feature 03

AI-agent integration

If you're building a bookkeeping agent or expense classifier on top of an LLM, the integration story dictates how many lines of glue code you write. Native MCP / LangChain / LlamaIndex packages collapse that to one import.

parsr
First-party MCP server (parsr-mcp), LangChain Tool, LlamaIndex DocumentReader. Tool descriptions are tuned so agents pick the right parser without prompt-engineering on your end.
  • MCP server compatible with Claude Desktop, Cursor, Continue
  • pip install langchain-parsr
  • pip install llama-index-readers-parsr
  • Schema-typed tool args — fewer agent failures
Reducto
Reducto integrates with LangChain and LlamaIndex via their text-splitter ecosystem — works, but the Reducto-specific layer is wrapper code, not first-party. No MCP server today.
  • LangChain / LlamaIndex compatible via splitters
  • No MCP server
Feature 04

Pricing predictability

Credit-based billing where every feature multiplies the credit cost can surprise on the invoice. Per-page billing in EUR is ugly and old-fashioned, but it's also exactly what your CFO's spreadsheet expects.

parsr
Linear per-page pricing in EUR. Tier-bundled pages, then a published overage rate. No feature multipliers, no credits — if you parsed N pages this month, you can predict the invoice from the tier table.
  • Per-page in EUR, tiered overage
  • Cached re-uploads always free
  • Sandbox/test calls always free
  • Annual billing saves 17 %
Reducto
Reducto bills credits at $0.015 each on the published Standard tier; some operations cost multiple credits. Pricing is fair at scale but harder to model up-front, especially when feature flags interact.
  • Credit-based, $0.015/credit baseline
  • Some operations cost multiple credits
  • Standard tier 15K incl., overage thereafter
Migration

From Reducto to parsr in 10 minutes

Both APIs accept a PDF and return JSON. The semantics differ — Reducto returns LLM-ready text + tables; parsr returns a typed finance schema with confidence and validation. Most teams keep both: parsr for finance, Reducto for everything else.

Before — Reducto async parse
python
from reducto import Reducto

reducto = Reducto(api_key="sk_reducto_…")

# Reducto returns LLM-ready chunks; you derive schema in your own code.
job = reducto.parse.create(
    document_url="https://example.com/statement.pdf",
)
result = reducto.parse.wait(job.id)
chunks = result.result.chunks  # text + table cells, by chunk

# … your code here to find balance lines, sum transactions, etc.
After — parsr typed bank-statement endpoint
python
from parsr import Parsr

parsr = Parsr(api_key="sk_eu_live_…")

# parsr returns a typed bank-statement object — already structured.
result = parsr.parse_bank_statement(document="statement.pdf")

print(result.opening_balance)             # → 1234.56
print(result.closing_balance)             # → 1789.10
print(len(result.transactions))           # → 47
assert result.validation.balance_chain.is_consistent

for txn in result.transactions:
    print(txn["date"], txn["amount"], txn["confidence"])
Or with curl — works against the EU edge directly
bash
curl https://eu-api.tryparsr.dev/v1/parse \
  -H "Authorization: Bearer sk_eu_live_…" \
  -F "document=@statement.pdf" \
  -F "doc_type=bank_statement"
Need help? Email support@tryparsr.dev — we’ll walk through your specific call sites.
Frequently asked

About the switch from Reducto

If you parse finance documents in the EU, parsr wins on residency, specialisation, and predictable pricing. If you parse legal contracts at scale on the cheapest possible page rate, Reducto is the right tool — and we'll happily refer you.

200 free pages every month, no credit card. Migrate in 5 minutes; cancel any time.
Try parsr freeRead the docs
Or compare to a different tool: Mindee, Reducto. See EU sovereignty for compliance details.