Show HN: Tracore – We turned our resume parser into a document-to-JSON API

imalov1 pts0 comments

Tracore — Build document pipelines, not parsers

--> --><br>System online<br>EU-WEST-1<br>Build document pipelines,<br>not parsers<br>Define a schema once. Send documents via API. Receive structured, validated data through webhooks.<br>Start building free Dashboard View API docs<br>All data stored and processed in Europe*

GDPR-first infrastructure<br>API-first<br>Built for production use<br>Model-agnostic

How it works<br>From first request to structured output in minutes. You define the shape; Tracore handles parsing, validation, and delivery.<br>▧Step 01Define your schema once<br>Describe the data you want to extract using JSON Schema. Field types, constraints and required keys — all under your control.

▧Step 02Send any document<br>Upload files via API, SDK, or the dashboard. PDFs, images, scans — one endpoint, idempotent and retry-safe.

▧Step 03Receive validated data<br>Results are delivered via webhooks in real time. Signed, validated against your schema, ready to store.

Everything you need for document processing<br>Production reliability<br>Schema-controlled extraction<br>Define your data shape once, get the same structure every time — no custom parsing.

Versioned workflows<br>Every schema change creates a new version. No hidden changes.

Reproducible processing<br>Re-run documents with the exact same schema version.

Developer experience<br>Developer-first API<br>RESTful API with OpenAPI spec and generated SDKs.

Webhook delivery<br>Push structured results directly into your systems.

Full observability<br>Inspect every run, webhook delivery, and error from the dashboard.

AI alone is not enough<br>Raw AI output is inconsistent and hard to integrate. For production workflows, you need more.<br>Output shape drifts between calls<br>No schema enforcement<br>Prompt changes go untracked<br>Results you can’t reproduce<br>Poll and wait for output<br>Retries are your problem<br>No run history or audit trail<br>Parse raw, untyped JSON

Same JSON shape every call<br>Validated against your schema<br>Versioned, traceable schemas<br>Reproducible reruns<br>Results pushed via webhook<br>Automatic retries<br>Full run history & audit<br>Typed SDK access

Tracore adds exactly that layer on top of AI extraction. Learn more

Built for sensitive data<br>Security and compliance are built into every layer of our infrastructure.<br>EU Data Residency<br>All data stored and processed in Europe. No data leaves the EU.

GDPR-First<br>Infrastructure designed from the ground up for GDPR compliance.

Sensitive Workflows<br>Designed for HR, fintech, and legal document workflows.

Audit Trail<br>Full processing history with version traceability for every job.

Built for teams that process documents at scale<br>Tracore powers document pipelines across industries with strict compliance and accuracy requirements.<br>Finance & Accounting<br>Automate invoice capture, expense reports, and bank statement reconciliation.

HR & Recruiting<br>Parse resumes, offer letters, and employment verification at scale.

Legal & Compliance<br>Extract parties, terms, and dates from contracts, NDAs, and policies.

Fintech & Onboarding<br>Verify IDs and process KYC documents with auditable, versioned pipelines.

Full visibility into your pipeline<br>A comprehensive dashboard to manage every aspect of your document processing workflow.<br>DocumentSchemaTimestampStatus

Start extracting data in minutes. Use production-ready templates for the most common document types — or create your own from scratch.<br>Invoice Vendor, amounts, line items, and tax details

Receipt Merchant, items, totals, and payment method

Resume / CV Contact info, education, experience, and skills

Contract Parties, dates, terms, and governing law

ID Document Name, document number, dates, and nationality

Bank Statement Account info, transactions, and balances

See all schema templates

Tracore is model-agnostic. Swap providers without changing your schema or pipeline logic. You choose the model — we handle the extraction, validation, and delivery.<br>OpenAI GPT-4o, GPT-4.1, o3

Anthropic Claude 4, Sonnet, Haiku

Google Gemini 2.5 Pro, Flash

Mistral Large, Medium, Small

Meta Llama 4, Maverick, Scout

DeepSeek V3, R1

See all supported LLM models

Start building your document pipeline<br>Stop writing custom parsers. Define your schema once and process documents reliably. Start free — no credit card required.<br>Hobby<br>Free<br>1 workspace<br>3 schemas<br>100 pages/month<br>50 extractions/month<br>Production environment only<br>Try free<br>Recommended Pro<br>€19 / month<br>Unlimited workspaces<br>Unlimited schemas<br>2,000 pages/month<br>1,000 extractions/month<br>All environments (production, staging, development)<br>Webhooks<br>Re-extraction with different schemas or models<br>Priority support<br>Start with Pro<br>Enterprise<br>Custom<br>Unlimited documents<br>Custom environments<br>Dedicated EU instance<br>SLA guarantee<br>Dedicated support<br>Book demo

document schema data tracore documents production

Related Articles