Ask a question across two thousand documents and get an answer you can check.
IReadDocs answers questions across large document sets for researchers, analysts, journalists, litigation and due diligence teams. Every sentence links to the passage and page it came from, and contradictions are flagged.
No account. No card. No sales call.
- Every sentence anchored to a page
- Contradictions flagged, not smoothed over
- Scans, handwriting and tables handled
Turn a wall of text into typed fields
Paste an email, a ticket or a page of notes. See it turned into typed fields, with the token cost of the call. Runs in your browser. No account, no card, no call.
Typed output
{
"summary": "We are the team described as Researchers, analysts, litigation support teams, policy staff, journalists and due… and honestly the current process is slow and confusing.",
"fields": {
"primary_topic": "call",
"contact_email": "operations@northwind-logistics.com",
"amount_mentioned": "$14,280.00",
"sentiment": "positive",
"word_count": 111
},
"entities": [
{
"text": "operations@northwind-logistics.com",
"type": "email",
"confidence": 0.97
},
{
"text": "https://ireaddocs.com/docs",
"type": "url",
"confidence": 0.97
},
{
"text": "(415) 555-0142",
"type": "phone",
"confidence": 0.97
},
{
"text": "$14,280.00",
"type": "money",
"confidence": 0.97
},
{
"text": "$12,950.00",
"type": "money",
"confidence": 0.97
},
{
"text": "9.3%",
"type": "percent",
"confidence": 0.97
},
{
"text": "2026-03-14",
"type": "date",
"confidence": 0.97
},
{
"text": "Northwind Logistics Inc",
"type": "org",
"confidence": 0.72
}
],
"key_phrases": [
"call",
"team",
"1295000",
"1428000",
"2026-03-14",
"555-0142",
"analysts",
"approve"
]
}Entities (8)
- emailoperations@northwind-logistics.com
- urlhttps://ireaddocs.com/docs
- phone(415) 555-0142
- money$14,280.00
- money$12,950.00
- percent9.3%
- date2026-03-14
- orgNorthwind Logistics Inc
- Some entities are low confidence and would be routed to a human in production.
Take this with you
No email required. It is your result.
IReadDocs — extraction · 8 entities, 8 key phrases · Sentiment: positive · 178 tokens, $0.00053 Run it yourself: https://ireaddocs.com
This demo runs a deterministic extractor locally, so it works with no key and no network call. It is the honest floor of the product, not the ceiling: the same typed interface is backed by the full model pipeline once you connect a key.
The problem
Answering a question across a large document set means either reading everything, which is impossible, or keyword searching, which misses anything phrased differently.
Existing tools summarise confidently and cannot be checked, which is disqualifying for any work with consequences.
So people read, miss things, and hope.
Who it is for
Litigation support and due diligence
Teams who must find specific facts across large document sets under time pressure, and cannot rely on an answer they cannot check.
Researchers, analysts and policy staff
People answering questions across large document sets, where keyword search misses anything phrased differently.
Journalists
Reporters who need specific facts from large document sets, each traced to its passage and page.
Answers with the evidence attached
Question answering over a document corpus with mandatory provenance, for work where an answer has consequences.
Mandatory provenance
Every sentence in an answer is anchored to the specific passage and page it came from.
The source in one click
View the cited passage alongside the original document in one click.
Honest coverage
It reports how many documents were relevant, and whether any could not be processed.
Contradictions surfaced
Where documents contradict each other, it flags the conflict rather than silently picking one.
Difficult documents handled
Scanned pages, handwriting, tables, mixed languages and exhibits.
Structure preserved
Document structure is preserved, so a citation points somewhere meaningful.
How it works
IReadDocs, from the first step to the result.
- 1
Upload your documents
Up to 100 free, including scans, tables and exhibits.
- 2
Ask a question
Across the whole document set.
- 3
Check every sentence
Each one links to the passage and page it came from.
- 4
Review coverage and conflicts
How many documents were relevant, what could not be processed, and where documents disagree.
Pricing
Try it free on up to 100 of your own documents, then choose a plan by document volume.
Free
Full question answering on your own corpus.
- Full question answering
- Citations
Standard
For individual researchers and analysts.
- Full question answering
- Citations
Team
For teams working on larger sets.
- Team workspaces
- Export
Prices in USD.
Questions people actually ask
How can I check an answer?
Every sentence is anchored to the specific passage and page it came from, viewable in one click alongside the original document.
What if documents disagree?
It flags where documents contradict each other, rather than silently picking one.
Will it tell me what it could not read?
Yes. It reports coverage honestly: how many documents were relevant, and whether any could not be processed.
Can it read scanned documents?
Yes. It handles scanned pages, handwriting, tables, mixed languages and exhibits, and preserves document structure.
Can I test it on my own documents?
Yes. Processing of up to 100 documents is free, with full question answering and citations, so you can try to break it on your own corpus.
What does it cost?
Up to 100 documents is free. 79 dollars a month covers 2,000 documents, and 299 dollars a month covers 25,000 documents with team workspaces and export.
Can it run on our own infrastructure?
Enterprise plans offer on-premise deployment for privileged or classified material.
Why should I trust the structured-extraction demo?
You see the exact structured output and what the call cost, so nothing sits between your input and the result.
Turn a wall of text into typed fields
Paste an email, a ticket or a page of notes. See it turned into typed fields, with the token cost of the call. Runs in your browser. No account, no card, no call.
Open the free toolIt runs in your browser. IReadDocs never sees your inputs.