Overview
At Appian, we know AI works best inside a process. As you see the power of AI in processes involving documents, you may want to know how to expand these capabilities across your organization.
Introducing AI Document Center: your one-stop-shop application for enterprise-grade intelligent document processing. Quickly define your document types or fields to extract in one intuitive workflow, and let Appian create the underlying design objects for you. AI Document Center is up to the challenge of handling your business’s highly complex documents with varied formatting and layouts, leading to higher classification and extraction accuracy.
AI Document Center allows users, of all technical skill levels, to create and refine models for both document classification and extraction. It supports versioning of models and has a robust reconciliation and accuracy metrics framework giving your users the tools they need to take full advantage of advances in AI capabilities. AI Document Center will generate (and update) the AI Skill objects and their associated process models that can be implemented in any application.
Key Features & Functionality
Extraction Development and Monitoring - Supports structured and unstructured extraction models. Fields can be configured manually or using an extraction tool. Models are versioned and extraction accuracy at the field level is monitored. Reconciliation is supported.
Classification Monitoring - Supports generative and ML-based classification models. Models are versioned and classification accuracy is monitored. Reconciliation is supported.
Production Metrics: The application includes a metrics framework that allows for tracking performance of AI models not just in testing but also at scale when used in production applications.
Monitoring model performance over time: By versioning models and tracking execution statistics like accuracy, the application provides visibility into how well models are performing and where improvements may be needed. This helps ensure models remain effective as data and use cases evolve.
Standardizing model deployment: The application aims to standardize how models are configured, versioned, tested and deployed across environments. This helps improve reproducibility, as well as governance over how AI/ML solutions are managed within the business.
Reconciliation - Framework and custom reconcile forms are supported.
Getting errors trying to import the package. Could you please share a separate package with just AI skills in it?
Problems (4):aiSkill ed1faf2f-e4aa-4288-8d55-bc4975b58456 "AIA_ExtractBoundingBoxes": An error occurred while creating aiSkill [uuid=ed1faf2f-e4aa-4288-8d55-bc4975b58456]: An error occurred while calling another system. Try again later. (APNX-1-4569-008) (APNX-1-4071-007)aiSkill a8f65abc-bba5-4df9-b8b2-26fced439627 "AIA_RawTextExtraction": An error occurred while creating aiSkill [uuid=a8f65abc-bba5-4df9-b8b2-26fced439627]: An error occurred while calling another system. Try again later. (APNX-1-4569-008) (APNX-1-4071-007)aiSkill e1c76d33-da4b-475c-ba48-bababdead280 "AIA_ExampleAdvancedIdpTools": An error occurred while creating aiSkill [uuid=e1c76d33-da4b-475c-ba48-bababdead280]: An error occurred while calling another system. Try again later. (APNX-1-4569-008) (APNX-1-4071-007)aiSkill 1eecc0e8-47a1-4f1d-84a3-670609ab7e69 "AIA_AnalyzeExpense": An error occurred while creating aiSkill [uuid=1eecc0e8-47a1-4f1d-84a3-670609ab7e69]: An error occurred while calling another system. Try again later. (APNX-1-4569-008) (APNX-1-4071-007)
Cascading Problems (13):processModel 0002ecdc-7966-8000-0522-7f0000014e7a "AIA Predict Fields From Blank Template": The processModel [id= uuid=0002ecdc-7966-8000-0522-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=ed1faf2f-e4aa-4288-8d55-bc4975b58456 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)content _a-0000ecd8-9d97-8000-9c45-011c48011c48_168254 "AIA_PM_PREDICT_FIELDS_FROM_BLANK_TEMPLATE": The content [id= uuid=_a-0000ecd8-9d97-8000-9c45-011c48011c48_168254] was not imported because a required precedent is missing: processModel [uuid=0002ecdc-7966-8000-0522-7f0000014e7a location=Constant Value] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 000fece9-c4e4-8000-05a7-7f0000014e7a "AIA Extract TOC Sections": The processModel [id= uuid=000fece9-c4e4-8000-05a7-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=a8f65abc-bba5-4df9-b8b2-26fced439627 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 000dece1-b0c3-8000-0545-7f0000014e7a "AIA Find Sections": The processModel [id= uuid=000dece1-b0c3-8000-0545-7f0000014e7a] was not imported because a required precedent is missing: processModel [uuid=000fece9-c4e4-8000-05a7-7f0000014e7a location=Node > "AIA Extract TOC Sections" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel ac252937-6391-4e9f-a15d-fd8c7cb9c020 "AIA Advanced IDP Processing": The processModel [id= uuid=ac252937-6391-4e9f-a15d-fd8c7cb9c020] was not imported because a required precedent is missing: processModel [uuid=000dece1-b0c3-8000-0545-7f0000014e7a location=Node > "AIA Find Sections" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 000dec67-1fdf-8000-019a-7f0000014e7a "AIA API Initiate Extraction": The processModel [id= uuid=000dec67-1fdf-8000-019a-7f0000014e7a] was not imported because a required precedent is missing: processModel [uuid=ac252937-6391-4e9f-a15d-fd8c7cb9c020 location=Node > "Run Advanced IDP" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0002ec2d-6d5d-8000-fc7d-7f0000014e7a "AIA Example Unstructured Extraction": The processModel [id= uuid=0002ec2d-6d5d-8000-fc7d-7f0000014e7a] was not imported because a required precedent is missing: processModel [uuid=000dec67-1fdf-8000-019a-7f0000014e7a location=Node > "AIA API Initiate Extraction" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0002ec5c-d467-8000-00d8-7f0000014e7a "AIA Example Extraction and Reconcilliation": The processModel [id= uuid=0002ec5c-d467-8000-00d8-7f0000014e7a] was not imported because a required precedent is missing: processModel [uuid=0002ec2d-6d5d-8000-fc7d-7f0000014e7a location=Node > "Document Extraction" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0002ec8a-b82c-8000-02c7-7f0000014e7a "AIA Example Advanced IDP Tools": The processModel [id= uuid=0002ec8a-b82c-8000-02c7-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=e1c76d33-da4b-475c-ba48-bababdead280 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0002ece8-ae46-8000-0590-7f0000014e7a "AIA Process Document Text": The processModel [id= uuid=0002ece8-ae46-8000-0590-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=ed1faf2f-e4aa-4288-8d55-bc4975b58456 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0002ecf1-97d8-8000-0664-7f0000014e7a "AIA Analyze Expense": The processModel [id= uuid=0002ecf1-97d8-8000-0664-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=1eecc0e8-47a1-4f1d-84a3-670609ab7e69 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 0006eceb-0045-8000-05d5-7f0000014e7a "AIA Process Bounding Boxes": The processModel [id= uuid=0006eceb-0045-8000-05d5-7f0000014e7a] was not imported because a required precedent is missing: aiSkill [uuid=ed1faf2f-e4aa-4288-8d55-bc4975b58456 location=Node > "Advanced IDP Tools" > Node Input > "AiSkill"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)processModel 000eeceb-855e-8000-05ff-7f0000014e7a "AIA API Post Process Extraction": The processModel [id= uuid=000eeceb-855e-8000-05ff-7f0000014e7a] was not imported because a required precedent is missing: processModel [uuid=0002ecf1-97d8-8000-0664-7f0000014e7a location=Node > " AIA Analyze Expense" > Node Input > "pmID"] cannot be found. (APNX-1-4070-001) (APNX-1-4071-006)
Warnings (3):dataStore _a-0000eb77-e644-8000-9bee-011c48011c48_40151 166798 "AIA DSE": The data store "AIA DSE" [id=166798] was saved but cannot be published: The data source schema does not match the type mappings: Schema-validation: wrong column type encountered in column [PROMPT] in table [`AIA_PROMPT_RESPONSE`]; found [text (Types#LONGVARCHAR)], but expecting [longtext (Types#VARCHAR)] (APNX-1-4178-000)processModel 0002ec5c-d467-8000-00d8-7f0000014e7a "AIA Example Extraction and Reconcilliation": Failed to import design guidance because object failed to import. Design guidance key: sysrule.designGuidance.processModel.taskNameNotDynamicprocessModel 0002ec8a-b82c-8000-02c7-7f0000014e7a "AIA Example Advanced IDP Tools": Failed to import design guidance because object failed to import. Design guidance key: sysrule.designGuidance.processModel.taskNameNotDynamic