# US 2026/0093536 A1 · Advanced data-driven service evolution ecosystem > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 2026/0093536 A1 - Document ID: US20260093536A1 - Status: Published application - Kind: A1 - Application number: 18/901,068 - Filed: 2024-09-30 - Published: 2026-04-02 - Earliest claimed: 2024-09-30 - Assignees: Kyndryl, Inc. - Applicants: Kyndryl, Inc. - Inventors: Reagan Mitchell; Glincy Mary Jacob; Omar Odibat; Umar Mohamed loyoob Umar; Simerpreet Singh Sahani - Web page: https://patentgrep.com/patent/US20260093536A1 ## CPC - G06F 9/5027: {the resource being a machine, e.g. CPUs, Servers, Terminals} - G06F 9/5072: {Grid computing} - G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N) ## Abstract A computer-implemented method that receives first data inputs related to an entity and determines at least one service to sunset from a list of services related to the entity, based on the first data inputs. In embodiments the method may further generate recommendations comprising ranked services to add to the list of services related to the entity and determine at least one new competency as a candidate for upgrading at the entity, each based on the first data inputs. The method may further predict an overall impact to the entity based on sunsetting the at least one service, adding at least one service of the ranked services, and/or upgrading the at least one new competence at the entity. The method may further include notifying the entity of the prediction and performing at least one of a sunsetting or adding action. ## Claims ### Claim 1 A computer-implemented method, comprising: receiving, by a processor set, first data inputs related to an entity; determining, by the processor set based on the first data inputs, at least one service to sunset from a list of services related to the entity; generating, by the processor set based on the first data inputs, recommendations comprising ranked services to add to the list of services related to the entity; determining, by the processor set based on the recommended ranked services, at least one new competency as a candidate for upgrading at the entity; predicting, by the processor set, an overall impact to the entity based on at least one of sunsetting the at least one service, adding at least one service of the ranked services, and upgrading the at least one new competence at the entity; notifying the entity of the prediction; and performing at least one action based on the prediction. ### Claim 2 (depends on 1) The computer-implemented method of claim 1, wherein the at least one action comprises sunsetting the at least one service determined to be sunset from the list of services related to the entity. ### Claim 3 (depends on 1) The computer-implemented method of claim 1, wherein the at least one action comprises adding at least one new service of the new services to the list of services related to the entity. ### Claim 4 (depends on 1) The computer-implemented method of claim 1, wherein the first data inputs comprise: entity data, service provider data, competency data, and external data. ### Claim 5 (depends on 1) The computer-implemented method of claim 1, wherein the generating recommendations comprising ranked services based on the first data inputs comprises analyzing the first data inputs to determine strengths, weaknesses, opportunities, and threats associated with services related to the entity. ### Claim 6 (depends on 1) The computer-implemented method of claim 1, wherein the predicting the overall impact comprises predicting technology stack capabilities, technological resource requirements, personnel resource requirements, and cost, and wherein the predicting the technology stack capabilities comprises measuring the technology stack by evaluating a technology stack performance and a technology stack scalability. ### Claim 7 (depends on 1) The computer-implemented method of claim 1, wherein the generating recommendations comprising ranked services to add to the list of services related to the entity is completed using prompts generated by a large language model (LLM). ### Claim 8 (depends on 1) The computer-implemented method of claim 1, further comprising recommending at least one upgrade to meet the determined at least one new competency. ### Claim 9 (depends on 1) The computer-implemented method of claim 1, further comprising receiving, based on the recommendations comprising ranked services to add to the list of services related to the entity, feedback data and second data inputs related to the entity. ### Claim 10 A computer program product comprising one or more computer readable storage media having program instructions collectively stored on the one or more computer readable storage media, the program instructions executable to: receive first data inputs related to an entity; determine, based on the first data inputs, at least one service to sunset from a list of services related to the entity; generate, based on the first data inputs, recommendations comprising ranked services to add to the list of services related to the entity; determine, based on the recommended ranked services, at least one new competency as a candidate for upgrading at the entity; predict an overall impact to the entity based on at least one of sunsetting the at least one service, adding at least one service of the ranked services, and upgrading the at least one new competence at the entity; notify the entity of the prediction; and perform at least one action based on the prediction. ### Claim 11 (depends on 10) The computer program product of claim 10, wherein the at least one action comprises sunsetting the at least one service determined to be sunset from a list of services related to the entity. ### Claim 12 (depends on 10) The computer program product of claim 10, wherein the at least one action comprises adding at least one new service of the new services to the list of services related to the entity. ### Claim 13 (depends on 10) The computer program product of claim 10, wherein the first data inputs comprise: entity data, service provider data, competency data, and external data. ### Claim 14 (depends on 10) The computer program product of claim 10, wherein the program instructions are further executable to recommend at least one upgrade to meet the determined at least one new competency. ### Claim 15 (depends on 10) The computer program product of claim 10, wherein the program instructions are further executable to receive feedback data and second data inputs related to the entity. ### Claim 16 A system comprising: a processor, a computer readable memory, one or more computer readable storage media, and program instructions collectively stored on the one or more computer readable storage media, the program instructions executable to: receive first data inputs related to an entity; determine, based on the first data inputs, at least one service to sunset from a list of services related to the entity; generate, based on the first data inputs, recommendations comprising ranked services to add to the list of services related to the entity; determine, based on the recommended ranked services, at least one new competency as a candidate for upgrading at the entity; predict an overall impact to the entity based on at least one of sunsetting the at least one service, adding at least one service of the ranked services, and upgrading the at least one new competence at the entity; notify the entity of the prediction; and perform at least one action based on the prediction. ### Claim 17 (depends on 16) The system of claim 16, wherein the at least one action comprises sunsetting the at least one service determined to be sunset from a list of services related to the entity. ### Claim 18 (depends on 16) The system of claim 16, wherein the at least one action comprises adding at least one new service of the new services to the list of services related to the entity. ### Claim 19 (depends on 16) The system of claim 16, wherein the first data inputs comprise: entity data, service provider data, competency data, and external data. ### Claim 20 (depends on 16) The system of claim 16, wherein the program instructions are further executable to recommend the at least one action to upgrade at the entity to meet the determined at least one new competency.