QX Labs
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LLMWhisperer
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Research

Let agents extract clean text from any document

QX hands your PDFs, scans and complex layouts to LLMWhisperer, then acts on what's inside—so your team stops re-typing documents and starts using them.

@QX Anything important in the contracts that landed today?
QX
Three new vendor PDFs came in. The Acme MSA has an auto-renewal clause kicking in on Dec 14 and a $250k liability cap—lower than your usual floor. Want me to flag it to legal?
LLMWhisperer
LLMWhisperer
Gmail
Gmail
Slack
Slack

Stop re-keying PDFs, fighting with scans, and pasting documents into chat windows. Hand it to an agent.

Intake

Every document, instantly readable

Invoices, contracts, statements, forms—whatever lands in your inbox or drive gets converted into clean, structured text an agent can actually reason over, layout intact.

Extraction

Pull the fields that matter

Amounts, dates, parties, clauses, line items—agents lift the specifics you care about straight from the document and drop them into your CRM, sheet or database.

At scale

Thousands of pages, zero copy-paste

Submit jobs asynchronously, poll for completion, retrieve the text, and act on it—so a stack of a thousand documents becomes a single workflow that runs in the background.

LLMWhisperer

Real workflows, built for your team

Build complex workflows in minutes that chain LLMWhisperer together with the rest of your stack. Trigger them on specific events, on schedule, or on demand.

Finance: Turn every incoming invoice into a clean record

Invoice email arrives

Invoice email arrives

Triggered in Gmail

LLMWhisperer

Convert PDF to text

in LLMWhisperer

QX Labs Icon

Extract vendor, amount & due date

Agent step

Vendor on approved list
Create bill record

Create bill record

in QuickBooks

Amount > $10k
Flag for manual review

Flag for manual review

Alert via Slack

QX agents can convert documents, retrieve extracted text, monitor jobs—and a lot more

CREATEConvert a document to text
QUERYCheck extraction status
QUERYGet full job details
READRetrieve extracted text
CREATERegister a webhook callback
UPDATEUpdate webhook configuration
QUERYGet account usage info
DELETEDelete a webhook

+ 2 more actions

About LLMWhisperer

LLMWhisperer, built by Unstract, is a document-to-text engine designed specifically to feed LLMs. It handles complex PDFs, scanned pages and intricate layouts—tables, forms, multi-column text—and returns clean output that models can actually reason over. Async processing and webhooks make it well-suited to high-volume document workflows.

About QX Labs

QX is an AI agent platform that helps you build, run and scale AI across your team in a few clicks. Create agents that connect to your data and 1,000+ apps, building institutional memory that gets sharper every run. Then delegate tasks to them from where you already work—Slack, Teams, WhatsApp or email.

See LLMWhisperer working inside your stack

Want an AI co-worker that reads every document for you and acts on what's inside? Book a demo call to discuss your use cases, or get started for free.

Book a demo