# US 11,907,110 B2 · Methods and systems for automated software testing > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 11,907,110 B2 - Document ID: US11907110B2 - Status: Granted - Kind: B2 - Application number: 18/170,131 - Filed: 2023-02-16 - Published: 2023-08-03 - Granted: 2024-02-20 - Earliest claimed: 2018-08-01 - Assignees: Sauce Labs Inc. - Applicants: Sauce Labs Inc. - Inventors: Ram Shanmugam; Rajagopal Rao; Krishna Srinivasan - Web page: https://patentgrep.com/patent/US11907110B2 ## CPC - G06F 11/3684: {for test design, e.g. generating new test cases} - G06F 11/3688: {for test execution, e.g. scheduling of test suites} - G06N 7/02: using fuzzy logic (computing arrangements based on biological models G06N3/00; computing arrangements using knowledge-based models G06N5/00) - G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N) - G06N: COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS ## Abstract In one aspect, a computerized method useful for automated software testing comprising: writing a test suite in a human-readable language; implementing an Artificial Intelligent (AI) process test suite; and creating a set of scripts, data, and execute tests. ## Claims ### Claim 1 A computerized method comprising: obtaining one or more sentences from test data; tagging one or more words in the one or more sentences with an associated part of speech; checking a noun of the one or more words against an object repository (OR) file to identify an element; and retrieving a unique identifier attribute of the element from the OR file. ### Claim 2 (depends on 1) The method of claim 1, wherein one or more of the obtaining operation or the tagging operation is performed using a Natural Language Processing (NLP) library associated with the test data. ### Claim 3 (depends on 1) The method of claim 1, wherein the OR file includes information about an HTML element on a page of an application. ### Claim 4 (depends on 1) The method of claim 1, wherein the noun does not match a label of the element. ### Claim 5 (depends on 1) The method of claim 1, further comprising: checking a label of the element against the test data to confirm data existence. ### Claim 6 (depends on 1) The method of claim 1, further comprising: generating an object-action entry in a file available for test script conversion. ### Claim 7 (depends on 1) The method of claim 1, further comprising: generating a set of one or more scripts, data, and one or more tests to be executed. ### Claim 8 (depends on 1) The method of claim 1, further comprising: checking a verb associated with the one or more words against a dictionary to determine an action on the element. ### Claim 9 A system comprising: a machine-readable medium; and a data processing system configured to cause: obtaining one or more sentences from test data, tagging one or more words in the one or more sentences with an associated part of speech, checking a noun of the one or more words against an object repository (OR) file to identify an element, and retrieving a unique identifier attribute of the element from the OR file. ### Claim 10 (depends on 9) The system of claim 9, wherein one or more of the obtaining operation or the tagging operation is performed using a Natural Language Processing (NLP) library associated with the test data. ### Claim 11 (depends on 9) The system of claim 9, wherein the OR file includes information about an HTML element on a page of an application. ### Claim 12 (depends on 9) The system of claim 9, wherein the noun does not match a label of the element. ### Claim 13 (depends on 9) The system of claim 9, the data processing system further configured to cause: checking a label of the element against the test data to confirm data existence. ### Claim 14 (depends on 9) The system of claim 9, the data processing system further configured to cause: generating an object-action entry in a file available for test script conversion. ### Claim 15 (depends on 9) The system of claim 9, the data processing system further configured to cause: generating a set of one or more scripts, data, and one or more tests to be executed. ### Claim 16 (depends on 9) The system of claim 9, the data processing system further configured to cause: checking a verb associated with the one or more words against a dictionary to determine an action on the element. ### Claim 17 A non-transitory machine-readable medium storing program code executable to cause: obtaining one or more sentences from test data; tagging one or more words in the one or more sentences with an associated part of speech; checking a noun of the one or more words against an object repository (OR) file to identify an element; and retrieving a unique identifier attribute of the element from the OR file. ### Claim 18 (depends on 17) The non-transitory machine-readable medium of claim 17, wherein one or more of the obtaining operation or the tagging operation is performed using a Natural Language Processing (NLP) library associated with the test data. ### Claim 19 (depends on 17) The non-transitory machine-readable medium of claim 17, wherein the OR file includes information about an HTML element on a page of an application. ### Claim 20 (depends on 17) The non-transitory machine-readable medium of claim 17, wherein the noun does not match a label of the element. ### Claim 21 (depends on 17) The non-transitory machine-readable medium of claim 17, the program code further executable to cause: checking a label of the element against the test data to confirm data existence. ### Claim 22 (depends on 17) The non-transitory machine-readable medium of claim 17, the program code further executable to cause: generating an object-action entry in a file available for test script conversion. ### Claim 23 (depends on 17) The non-transitory machine-readable medium of claim 17, the program code further executable to cause: generating a set of one or more scripts, data, and one or more tests to be executed. ### Claim 24 (depends on 17) The non-transitory machine-readable medium of claim 17, the program code further executable to cause: checking a verb associated with the one or more words against a dictionary to determine an action on the element.