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Form Recognizer
Form Recognizer

The AI-powered document extraction service that understands your documents
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Quickly extract text and structure from documents

Accelerate your business processes by automating information extraction. Form Recognizer applies advanced machine learning to accurately extract text, key/value pairs, and tables from documents. With just a few samples, Form Recognizer tailors its understanding to your documents, both on-premises and in the cloud. Turn documents into usable data at a fraction of the time and cost, so you can focus more time acting on the information rather than compiling it.
Simple extraction

Easily pull data and organize information with prebuilt and custom features—no manual labeling required.
Customized results

Get output tailored to your layouts with automatic custom extraction, and improve it with human feedback.
Flexible deployment

Ingest data from the cloud to the edge and apply to search indexes, business automation workflows, and more.
Built-in security

Rely on enterprise-grade security and privacy applied to both your data and any trained models.
Easily extract text and structure, with simple REST API

Accurately extract text, key/value pairs, and tables from documents, forms, receipts, and business cards without manual labeling by document type or intensive coding or maintenance. Utilize Form Recognizer’s Custom Forms, Pre-built, and Layout APIs to extract information from your documents in an organized manner.
See it in action

------------------------------
Key-value pairs
------------------------------
Bill To: Contoso, Ltd
Phone: 432-555-0189
Invoice #: 3-456-2
Fax: 432-555-0123
Invoice Date: 4/14/2019
Email: contoso@example.com
Invoice For: Project 2
Invoice Subtotal: 2,014.00
Tax Rate: 8.75%
Sales Tax: 176.23
Other: 0
Terms: Total due in 90 days. Overdue accounts subject to a service charge of 3% per month.
TOTAL: 2,190.23
------------
Tables
------------
table_0:
Item #: Z4567, Z4568, Z4569, Z4570, Z4571, Z4572, Z4573, Z4574, Z4575, Z4576, Z4577, Z4578
Description: Invoice 3-456-2 Data 1, Invoice 3-456-2 Data 2, Invoice 3-456-2 Data 3, Invoice 3-456-2 Data 4, Invoice 3-456-2 Data 5, Invoice 3-456-2 Data 6, Invoice 3-456-2 Data 7, Invoice 3-456-2 Data 8, Invoice 3-456-2 Data 9, Invoice 3-456-2 Data 10, Invoice 3-456-2 Data 11, Invoice 3-456-2 Data 12
Qty: 39, 40, 30, 40, 10, 5, 70, 25, 5, 80, 65, 44
Unit Price: 5, .00, 4, .00, 6, .00, 7, .00, 4, .00, 8, .00, 6, .00, 4, .00, 7, .00, 1, .00, 7, .00, 1 .00
Discount: __emptycell__, 5, .00, 7, .00, __emptycell__, __emptycell__, __emptycell__, __emptycell__, __emptycell__, 3, .00, __emptycell__, __emptycell__, __emptycell__
Price: 195.00, 155.00, 173.00, 280.00, 40.00, 40.00, 420.00, 100.00, 32.00, 80.00, 455.00, 44.00
{
    "status": "succeeded",
    "createdDateTime": "2020-01-06T22:51:40Z",
    "lastUpdatedDateTime": "2020-01-06T22:51:44Z",
    "analyzeResult": {
        "version": "2.0.0",
        "readResults": [
            {
                "page": 1,
                "angle": 0,
                "width": 8.5,
                "height": 11.0,
                "unit": "inch",
                "lines": [
                    {
                        "text": "Contoso",
                        "boundingBox": [
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                            {
                                "text": "Contoso",
                                "boundingBox": [
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                                ]
                            }
                        ]
                    },
                    {
                        "text": "Bill To:",
                        "boundingBox": [
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                        ],
                        "words": [
                            {
                                "text": "Bill",
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                                ]
                            },
                            {
                                "text": "To:",
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                            }
                        ]
                    },
                    {
                        "text": "Contoso, Ltd",
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                            {
                                "text": "Contoso,",
                                "boundingBox": [
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                            },
                            {
                                "text": "Ltd",
                                "boundingBox": [
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                        ]
                    },
                    {
                        "text": "Phone:",
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                        ]
                    },
                    {
                        "text": "Invoice #:",
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                            },
                            {
                                "text": "#:",
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                    },
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                        ]
                    },
                    {
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                                "text": "Fax:",
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                    },
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                    },
                    {
                        "text": "Invoice Date:",
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                            },
                            {
                                "text": "Date:",
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                            }
                        ]
                    },
                    {
                        "text": "4/14/2019",
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                                "text": "4/14/2019",
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                    },
                    {
                        "text": "Email:",
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                    },
                    {
                        "text": "contoso@example.com",
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                    },
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                        "text": "Invoice For:",
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                            },
                            {
                                "text": "For:",
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                            }
                        ]
                    },
                    {
                        "text": "Project 2",
                        "boundingBox": [
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                                "text": "Project",
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                    },
                    {
                        "text": "Item #",
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                    },
                    {
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                    },
                    {
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                    },
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                    },
                    {
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                    },
                    {
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                            },
                            {
                                "text": "3-456-2",
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                            },
                            {
                                "text": "Data",
                                "boundingBox": [
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                            },
                            {
                                "text": "1",
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                            }
                        ]
                    },
                    {
                        "text": "39",
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                                "text": "39",
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                    },
                    {
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                        ]
                    },
                    {
                        "text": "195.00",
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                        "words": [
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                                "text": "195.00",
                                "boundingBox": [
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                            }
                        ]
                    },
                    {
                        "text": "Z4568",
                        "boundingBox": [
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                            }
                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 2",
                        "boundingBox": [
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                                    5.2861,
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                            5.15,
                            7.0889,
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                            {
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                                    5.15,
                                    7.0889,
                                    5.2861,
                                    6.8056,
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                        "text": "Z4574",
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                            1.6514,
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                                "text": "Z4574",
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                                    5.6083,
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                    {
                        "text": "Invoice 3-456-2 Data 8",
                        "boundingBox": [
                            2.1,
                            5.4722,
                            3.0319,
                            5.4722,
                            3.0319,
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                                "text": "Invoice",
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                                    2.3958,
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                                "text": "3-456-2",
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                                    2.7403,
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                                    5.3444,
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                            7.0889,
                            5.6083,
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                                    7.0889,
                                    5.6083,
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                        "text": "Z4575",
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                            1.6514,
                            5.7944,
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                                "text": "Z4575",
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                                    5.7944,
                                    1.6514,
                                    5.9306,
                                    1.3972,
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                    {
                        "text": "Invoice 3-456-2 Data 9",
                        "boundingBox": [
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                            5.7944,
                            3.0319,
                            5.7944,
                            3.0319,
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                                "text": "Invoice",
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                                    5.7944,
                                    2.3958,
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                            {
                                "text": "3-456-2",
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                                    5.7944,
                                    2.7403,
                                    5.9306,
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                            {
                                "text": "Data",
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                                    5.7944,
                                    2.9569,
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                                    4.4736,
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                                    4.4222,
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                                    6.2167,
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                        "text": "32.00",
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                            7.0889,
                            5.7944,
                            7.0889,
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                                "text": "32.00",
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                                    5.7944,
                                    7.0889,
                                    5.9306,
                                    6.8569,
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                    {
                        "text": "Z4576",
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                            6.1153,
                            1.6514,
                            6.2514,
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                                "text": "Z4576",
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                                    1.6514,
                                    6.2514,
                                    1.3972,
                                    6.2514
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                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 10",
                        "boundingBox": [
                            2.1,
                            6.1153,
                            3.0833,
                            6.1153,
                            3.0833,
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                                "text": "Invoice",
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                                    2.7403,
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                                "text": "Data",
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                                    6.2514,
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                                    5.3444,
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                            6.1153,
                            7.0889,
                            6.1153,
                            7.0889,
                            6.2514,
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                                "text": "80.00",
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                                    6.1153,
                                    7.0889,
                                    6.2514,
                                    6.8569,
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                        "text": "Z4577",
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                            6.4375,
                            1.6514,
                            6.5736,
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                                "text": "Z4577",
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                                    6.4375,
                                    1.6514,
                                    6.5736,
                                    1.3972,
                                    6.5736
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                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 11",
                        "boundingBox": [
                            2.1,
                            6.4375,
                            3.0833,
                            6.4375,
                            3.0833,
                            6.5736,
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                        "words": [
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                                "text": "Invoice",
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                                    6.4375,
                                    2.3958,
                                    6.5736,
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                            {
                                "text": "3-456-2",
                                "boundingBox": [
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                                    6.4375,
                                    2.7403,
                                    6.4375,
                                    2.7403,
                                    6.5736,
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                            {
                                "text": "Data",
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                                    6.4375,
                                    2.9569,
                                    6.5736,
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                                "text": "11",
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                                    6.5736,
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                                    6.4375,
                                    4.4736,
                                    6.5736,
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                            6.4375,
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                            6.5736,
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                                    5.3444,
                                    6.5736,
                                    5.1653,
                                    6.5736
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                        ]
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                        "text": "455.00",
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                            7.0889,
                            6.4375,
                            7.0889,
                            6.5736,
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                            {
                                "text": "455.00",
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                                    6.4375,
                                    7.0889,
                                    6.4375,
                                    7.0889,
                                    6.5736,
                                    6.8056,
                                    6.5736
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                        "text": "Z4578",
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                                    1.6514,
                                    6.8944,
                                    1.3972,
                                    6.8944
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                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 12",
                        "boundingBox": [
                            2.1,
                            6.7583,
                            3.0833,
                            6.7583,
                            3.0833,
                            6.8944,
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                                "text": "Invoice",
                                "boundingBox": [
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                                    6.7583,
                                    2.3958,
                                    6.8944,
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                            {
                                "text": "3-456-2",
                                "boundingBox": [
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                                    6.7583,
                                    2.7403,
                                    6.7583,
                                    2.7403,
                                    6.8944,
                                    2.4181,
                                    6.8944
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                            },
                            {
                                "text": "Data",
                                "boundingBox": [
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                                    6.7583,
                                    2.9569,
                                    6.7583,
                                    2.9569,
                                    6.8944,
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                            {
                                "text": "12",
                                "boundingBox": [
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                                    6.7583,
                                    3.0833,
                                    6.8944,
                                    2.9792,
                                    6.8944
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                        ]
                    },
                    {
                        "text": "44",
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                            6.7583,
                            4.4736,
                            6.7583,
                            4.4736,
                            6.8944,
                            4.3694,
                            6.8944
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                                "text": "44",
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                                    6.7583,
                                    4.4736,
                                    6.7583,
                                    4.4736,
                                    6.8944,
                                    4.3694,
                                    6.8944
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                            6.7583,
                            5.3444,
                            6.7583,
                            5.3444,
                            6.8944,
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                            6.8944
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                                    5.3444,
                                    6.8944,
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                            6.7583,
                            7.0889,
                            6.7583,
                            7.0889,
                            6.8944,
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                            {
                                "text": "44.00",
                                "boundingBox": [
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                                    6.7583,
                                    7.0889,
                                    6.7583,
                                    7.0889,
                                    6.8944,
                                    6.8569,
                                    6.8944
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                            }
                        ]
                    },
                    {
                        "text": "Invoice Subtotal:",
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                            7.3083,
                            6.1319,
                            7.3083,
                            6.1319,
                            7.4486,
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                                    7.3083,
                                    5.7208,
                                    7.4486,
                                    5.4167,
                                    7.4486
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                            {
                                "text": "Subtotal:",
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                                    7.3083,
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                        ]
                    },
                    {
                        "text": "2,014.00",
                        "boundingBox": [
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                            7.3125,
                            7.0958,
                            7.3125,
                            7.0958,
                            7.4486,
                            6.7361,
                            7.4486
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                            {
                                "text": "2,014.00",
                                "boundingBox": [
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                                    7.0958,
                                    7.3125,
                                    7.0958,
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                                    6.7361,
                                    7.4486
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                        ]
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                    {
                        "text": "Tax Rate:",
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                            7.6278,
                            5.8083,
                            7.6278,
                            5.8083,
                            7.7694,
                            5.4167,
                            7.7694
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                        "words": [
                            {
                                "text": "Tax",
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                                    7.6278,
                                    5.5639,
                                    7.6278,
                                    5.5639,
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                                    5.4167,
                                    7.7694
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                            {
                                "text": "Rate:",
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                                    5.5861,
                                    7.6278,
                                    5.8083,
                                    7.6278,
                                    5.8083,
                                    7.7694,
                                    5.5861,
                                    7.7694
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                            }
                        ]
                    },
                    {
                        "text": "8.75%",
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                            7.6333,
                            7.1278,
                            7.6333,
                            7.1278,
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                            6.875,
                            7.7694
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                                "text": "8.75%",
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                                    7.6333,
                                    7.1278,
                                    7.6333,
                                    7.1278,
                                    7.7694,
                                    6.875,
                                    7.7694
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                        "text": "Sales Tax:",
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                            5.4167,
                            7.95,
                            5.8292,
                            7.95,
                            5.8292,
                            8.0917,
                            5.4167,
                            8.0917
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                                    7.95,
                                    5.6319,
                                    7.95,
                                    5.6319,
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                                    5.4167,
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                            {
                                "text": "Tax:",
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                                    7.95,
                                    5.8292,
                                    7.95,
                                    5.8292,
                                    8.0917,
                                    5.6556,
                                    8.0917
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                            }
                        ]
                    },
                    {
                        "text": "176.23",
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                            6.8,
                            7.9556,
                            7.0833,
                            7.9556,
                            7.0833,
                            8.0917,
                            6.8,
                            8.0917
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                            {
                                "text": "176.23",
                                "boundingBox": [
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                                    7.9556,
                                    7.0833,
                                    7.9556,
                                    7.0833,
                                    8.0917,
                                    6.8,
                                    8.0917
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                    {
                        "text": "Other:",
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                            5.4167,
                            8.2736,
                            5.6917,
                            8.2736,
                            5.6917,
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                            8.4139
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                                "text": "Other:",
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                                    5.4167,
                                    8.4139
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                        "text": "0",
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                            8.2778,
                            7.1278,
                            8.2778,
                            7.1278,
                            8.4139,
                            7.0764,
                            8.4139
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                        "words": [
                            {
                                "text": "0",
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                                    8.2778,
                                    7.1278,
                                    8.2778,
                                    7.1278,
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                                    7.0764,
                                    8.4139
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                        "text": "Invoice Total:",
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                            5.4292,
                            8.6097,
                            6.0028,
                            8.6097,
                            6.0028,
                            8.75,
                            5.4292,
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                            {
                                "text": "Invoice",
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                                    8.6097,
                                    5.7347,
                                    8.6097,
                                    5.7347,
                                    8.75,
                                    5.4292,
                                    8.75
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                            {
                                "text": "Total:",
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                                    5.7583,
                                    8.6097,
                                    6.0028,
                                    8.6097,
                                    6.0028,
                                    8.75,
                                    5.7583,
                                    8.75
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                    {
                        "text": "2,190.23",
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                            8.6139,
                            7.1097,
                            8.6139,
                            7.1097,
                            8.75,
                            6.7486,
                            8.75
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                                "text": "2,190.23",
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                                    8.6139,
                                    7.1097,
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                                    7.1097,
                                    8.75,
                                    6.7486,
                                    8.75
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                            9.4236,
                            2.8611,
                            9.4236,
                            2.8611,
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                            9.5597
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                                "text": "Make",
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                                    1.5972,
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                                "text": "checks",
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                                "text": "payable",
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                                    2.4708,
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}
Custom examples were extracted using a custom model trained with five PDF files of each form type
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Documentation
Layout

Detects and extracts text and layout of documents (e.g. tables, check boxes, objects, etc.).
Learn more
Pre-built

These are pre-trained models for common scenarios that extract text, key value pairs and line items from documents.
Learn more
Custom

This custom service lets you train on your own data to learn the structure of your documents in an intelligent way.
Learn more
Customize extraction to your forms

When you’re working with documents that deviate from traditional formats, like industry-specific materials, you often need to build your own solution. The custom extraction capabilities in Form Recognizer help you overcome this challenge by training on your own data based on just five documents. Not only is the first output more reliable and tailored to your needs, but also you can provide human inputs to create a highly accurate model customized to your forms.
Apply Form Recognizer anywhere, from the cloud to the edge

Recognize forms on the edge, on-premises, and in the cloud with container support in Azure Cognitive Services. The portable architecture can be deployed directly to Azure Kubernetes Service or Azure Container Instances, or to a Kubernetes cluster deployed to Azure Stack. Use the REST interface of the Form Recognizer API to then integrate into cognitive search indexes, automate business processes, and create custom workflows for your business.
Learn more
Analyze forms and documents

Make data-driven decisions by extracting data from tables and forms and putting it into your data visualization service for analysis.
Create intelligent search indexes

Easily find specific information in your documents and forms, such as total accounts payable, by integrating Form Recognizer with Azure Cognitive Search.
Automate business workflows

Extract text, key-value pairs, and tables from forms and receipts, and pipe them into your back-end systems to perform tasks such as claim, invoice, and receipt processing.
Privacy and security

Form Recognizer keeps your data private. The custom training performed on your documents is not used by Microsoft to improve the Form Recognizer model.
You control your data. Using containers, you choose where Form Recognizer processes your data—supporting consistency in hybrid environments across data, management, identity, and security.
Form Recognizer is part of Azure Cognitive Services, backed by Azure infrastructure and enterprise-grade security, availability, compliance, and manageability.
Learn more about security on Azure
Process documents cost-effectively

Form Recognizer offers free and standard pricing options to extract valuable information from documents at a fraction of the price of manual extraction.
See Form Recognizer pricing
Get started in three steps

Use Form Recognizer with your Azure account.
Form Recognizer discovers the keys, values, and tables.
Use simple REST API calls to extract the key/value pairs and tables from your forms.
Documentation and resources

Get started

Read our documentation
Take the Microsoft Learn course
Explore code samples

Check out our sample code
Customers using Form Recognizer to transform their documents

Zelros speeds up intake for faster customer service with Form Recognizer
Read the story
Automation Anywhere uses Form Recognizer to support UK Healthcare Provider processes clinical forms automatically and at scale
Read the story
UiPath’s RPA platform is changing the game, processing large volumes of form-based content from oilfield partners.
Read the story
Chevron is accelerating its access to consistent and reliable data with Form Recognizer.
Read the story
Robotic process automation company Blue Prism saves customers millions of dollars with intelligent data extraction.
Read the story
Learn how Financial Fabric created a software as a service (SaaS) solution using Form Recognizer to process financial transactions.
Read the story
Frequently asked questions about Form Recognizer

Form Recognizer, now in preview, is available in several Azure regions, with availability expanding in the near future.
Form Recognizer supports printed and handwritten forms, PDFs, and images.
Form Recognizer is available in English, with additional language availability growing.
The custom option uses five samples to learn the structure of your forms and intelligently extract text and data tailored to your documents. The prebuilt option doesn’t use samples—the model has already been trained and is ready to use off the shelf to extract key fields from specific document types. The two prebuilt APIs currently available are Prebuilt Business Card and Prebuilt Receipt.
Layout extracts text using high-definition optical character recognition (OCR) tailored for documents. It also extracts the structures of tables (row and column numbers).
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