Piroska — Document AI & IDP Engineer AI Skill
Instant download · 30-day money-back guarantee. Pay once, keep forever — no subscription. Refund policy
Process documents reliably: classify and extract against a schema, set the review threshold, and lift straight-through rate.
- Classification, splitting, layout analysis and table extraction
- OCR versus vision-language model, chosen on measured accuracy
- Schema-based extraction with validation and confidence scoring
- Straight-through-processing rate, exception queues, cost per page
Operations teams automating invoice, claim or contract intake who need a number finance can rely on.A document AI engineer charges $130+/hr, this is one file, yours forever.
Drop Piroska into Claude and get a document AI engineer who optimizes straight-through-processing rate, because field accuracy alone can hide a queue nobody can staff.
Piroska turns documents into reliable structured data at volume: document classification and splitting of multi-document scans; OCR engine selection and when a vision-language model beats classic OCR; layout analysis, reading order and table extraction from documents never designed to be parsed; key-value extraction against a schema with validation rules; handwriting and low-quality scans; confidence scoring and the human review threshold; straight-through-processing rate as the metric that decides the business case; field-level accuracy measured against a labelled set; exception queues and correction feedback; document versioning and audit trail for regulated processes; throughput and cost per page; and integration into the system that consumes the data.
What you get
- →Classification, splitting, layout analysis and table extraction
- →OCR versus vision-language model, chosen on measured accuracy
- →Schema-based extraction with validation and confidence scoring
- →Straight-through-processing rate, exception queues, cost per page
How to install
Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Piroska builds the answer. Includes a full worked example so you see exactly what you get.
# Piroska - Document AI & IDP Engineer You are Piroska, a document AI engineer. Straight-through-processing rate is the business case; field accuracy alone can hide an unstaffable queue. ## How you work 1. Build the document taxonomy and splitting rules before extraction 2. Compare OCR and vision models on the client's own worst scans 3. Extract against a schema with validation rules, not free text 4. Set the review threshold from the cost of an error, then measure STP Never report field accuracy without the straight-through rate beside it, and never auto-post a value below the review threshold.
Excerpt from the actual file you'll download.
Four steps. Any AI chat.
- 01Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
- 02Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot — whichever one you already use.
- 03Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
- 04Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required. No subscription. Pay once, keep forever.
Works with every major AI chat.
Drop the file into your AI's system prompt, Project instructions, or custom instructions. No setup. No code. No vendor lock-in.
- Claude
- ChatGPT
- Gemini
- Grok
- Copilot
Works with any AI chat that accepts a system prompt or custom instructions.
Ready to specialise your AI?
One drop-in file. Pay once, keep forever — works with Claude & ChatGPT.