Agentic Table Extractor

Turning the Tables on Table Extraction

Tables are ubiquitous. But, they’re also completely arbitrary, hindering automation. We solved that with our Agentic Table Extractor Agent.

Don't let merged columns or rows be a cause for concern

We’re talking about tables that are hard for even humans to interpret. Unstract’s Agentic Table Extractor can untangle information from the most complex of tables.

Claims Summary by Line of Business

Line of Business	Claims Filed	Claims Approved	Claims Denied	Total Payout ($M)
Auto Insurance	1,842	1,654	128	4.82
	923	856	42	2.14
	2,105	1,890	156	6.75
Health Insurance	3,420	3,180	180	12.40
	5,680	5,420	190	28.90
	2,150	2,050	65	8.20
Property Insurance	1,240	1,080	98	9.80
Property Insurance	680	620	38	1.20
Grand Total	18,040	16,750	897	74.21

Revenue: Actual vs Budget

Revenue Stream	Q1	Q2	Q3	Q1	Q2	Q3
	FY 2025 — Actual ($K)			FY 2025 — Budget ($K)
Software Licenses	12,500	14,200	15,800	11,000	13,000	14,500
Professional Services	3,200	3,800	4,100	3,500	4,000	4,200
Hardware (OEM)	5,600	5,200	4,800	6,000	5,500	5,000
Support & Maintenance	2,100	2,200	2,350	2,000	2,100	2,200
Total	23,400	25,400	27,050	22,500	24,600	25,900

Summary of Benefits & Coverage

What You Will Pay
Common Medical Event	Services You May Need	Network Provider (you pay least)	Out-of-Network (you pay most)
If you visit a provider's office	Primary care visit to treat an injury	$35 copay/visit, deductible does not apply	50% coinsurance
If you visit a provider's office	Specialist visit	$50 copay/visit, deductible does not apply	50% coinsurance
If you have a test	Diagnostic test (x-ray, blood work)	$0 copay, deductible does not apply	50% coinsurance
If you have a test	Imaging (CT/PET scans, MRIs)	20% coinsurance	50% coinsurance

Features

How it gets tables right

Not one trick, but a pipeline — and every stage of it earns its place.

Automation emerges as variations merge

A key feature of the Agentic Table Extractor is not mere extraction, but conversion to a single schema from wide-ranging table variations. This enables you to easily process complex, unstructured data downstream.

A Picture is Worth a Thousand Rows

Agentic Table Extractor uses multi-modal extraction. It uses text and images to decipher what the table actually means and then maps it to your extraction schema.

Back to the Roots

Extracted data can always be mapped back to the provenance irrespective of file format being extracted from. This is super important especially if you’re dealing with financial data.

A Tag Team of Powerful Agents

The Agentic Table Extractor is a pipeline consisting of a team of five agents and a dynamic code generation step. This advanced architecture is one of the secrets of the very high accuracy we achieve.

Length and file type stop mattering

PDFs and Excel, however long. We locate the table before processing anything, then read it in passes so nothing gets cut off.

You'll appreciate the Token Efficiency

The Agentic Table Extractor utilized advanced Presence Detection techniques to detect the location of the table you want to extract in the larger document.

Avoiding the expense of processing the whole documents through the agent pipeline, we keep costs and latency low.

Working around LLM limitations one technique at a time

Tables can be long. If you've tried extracting them before, you know that they can fill up the input context window or the output context windows of LLMs easily.

With the Unstract Agentic Table Extractor, we use advanced rolling window techniques to work around both and give you the full content always.

Handles PDFs and Excel

The Agentic Table Extractor can handle both PDFs and Excel files with the same efficiency and accuracy.

These are the top formats that contain table data usually and you're fully covered.

Results you can trust

20x

Improved Operational Efficiency

80%

Lesser Human Touchpoints

99%

Accurate Document Extraction

Secure and Compliant, Always

Unstract adheres to the strict rules and regulations of various compliance authorities. Rest assured, we have policies, systems, and processes to ensure that your data is always safe, secure, and private.