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features

The final dataset: one capability statement per row, each with a verbatim excerpt of the archived documentation it rests on. This is release/features.csv.

Data license: Not yet licensed — internal review only · Data source: Ahmed ElBatanony, Innopolis University

form
user-action = 'The system lets …'; automation = 'The system automatically …'.
found_by
Which blind run's wording was kept (the other run may also have found it), or verifier/adjudicator for added capabilities.
verification
confirmed by the verifier; corrected (reworded); or added (missed by both runs).
pipeline_id
Link to the full pipeline record of this statement.
source_sha256
sha256 of the archived plain text the excerpt was checked against.
audited
1 if the row is in the 150-row blind audit sample.
audit_correct
Blind auditor's overall verdict (1 = acceptable as is).

31 rows where form = "automation" and verification = "corrected" sorted by feature_id

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Suggested facets: source_url, source_file, source_sha256, found_by_runs, audited, audit_note

app_id 14

  • Vanta 9
  • Pipedrive 4
  • DeskcommCRM 3
  • Givebutter 3
  • Mayan EDMS 2
  • Salesforce Field Service 2
  • Asp.Net Core Inventory Order Management System (Indotalent WMS) 1
  • FOSSBilling 1
  • QloApps 1
  • Probo 1
  • Userback 1
  • Salesforce Service Cloud 1
  • RUN Powered by ADP 1
  • ServiceNow IT Service Management 1

found_by 2

  • extract-a 25
  • extract-b 6

audit_correct 2

  • 1.0 12
  • 0.0 1

verification 1

  • corrected · 31 ✖

form 1

  • automation · 31 ✖
feature_id ▼ app_id statement form excerpt source_url source_file source_sha256 found_by found_by_runs verification pipeline_id audited audit_correct audit_note
F1-005-S054 DeskcommCRM F1-005 The system automatically triggers automations when an AI agent handles a conversation. automation trigger automations https://raw.githubusercontent.com/melgarafael/DeskcommCRM/HEAD/README.en.md 04.txt 75d6303f73d57b7255c0218c83e947c34862d7dff8412e7b47024c022395522e extract-b b corrected The system lets an AI agent trigger automations F1-005-B004 1.0 1.0 Excerpt is a two-word fragment; AI-agent link from surrounding sentence, condition loosely paraphrased.
F1-005-S055 DeskcommCRM F1-005 The system automatically runs skills for an AI agent during a conversation when the agent decides to use them. automation skills the agent executes on its own mid-conversation https://raw.githubusercontent.com/melgarafael/DeskcommCRM/HEAD/README.en.md 04.txt 75d6303f73d57b7255c0218c83e947c34862d7dff8412e7b47024c022395522e extract-b b corrected The system lets an AI agent execute skills on its own in the middle of a conversation F1-005-B007 0.0    
F1-005-S056 DeskcommCRM F1-005 The system automatically keeps an operational memory that AI agents use when answering. automation operational memory https://raw.githubusercontent.com/melgarafael/DeskcommCRM/HEAD/README.en.md 04.txt 75d6303f73d57b7255c0218c83e947c34862d7dff8412e7b47024c022395522e extract-b b corrected The system lets an AI agent keep an operational memory F1-005-B008 0.0    
F1-011-S037 Asp.Net Core Inventory Order Management System (Indotalent WMS) F1-011 The system automatically generates a document number when a user creates a sales order. automation Auto-generated document numbers. https://indotalent.com/free-wms.html 03.txt 1517c096eb36015c0682b199cae5aeb4bb7e389671c2bfbed1e29f9c4dc0eb06 extract-b b corrected The system automatically generates document numbers. F1-011-B037 0.0    
F1-037-S017 FOSSBilling F1-037 The system automatically delivers files or digital downloads to a client after purchase. automation Deliver files or digital downloads after purchase. https://docs.fossbilling.org/admin-guide/product-types/ 05.txt 49938491ba85bfe0de356ad1461e935036ee6860604b16d55a39df7d3f27a6f6 extract-a both corrected The system lets a client receive files or digital downloads after purchase F1-037-A019 0.0    
F1-043-S041 QloApps F1-043 The system automatically notifies guests when the inventory of rooms is low. automation Notify your guests when the inventory of your rooms is low. https://qloapps.com/booking-engine/ 03.txt 44d9d10d3299c4b32916a5c66b6536a32c814fc3f17c6ace283fb50658b306e1 extract-a both corrected The system lets a user notify guests when the inventory of rooms is low F1-043-A044 1.0 1.0  
F1-046-S013 Probo F1-046 The system automatically sends task and comment lifecycle events through webhooks when tasks or comments change. automation Use GraphQL, the `prb` CLI, MCP, n8n, and webhooks instead of limiting work to the console. https://www.probo.com/docs/product/getting-started/product-overview.md 03.txt ab472bc2a3b94f832a3a3364068a0eead61b6dc58b2d554d3d24a2e2b807be90 extract-a both corrected The system lets a user receive task and comment lifecycle events through webhooks F1-046-A014 1.0 0.0 Task/comment lifecycle webhook events not stated on page; excerpt only mentions webhooks generally.
F1-047-S061 Mayan EDMS F1-047 The system automatically numbers documents with the next sequence value as they progress through a workflow automation Consume the next value directly from a workflow to number documents as https://docs.mayan-edms.com/chapters/features.html 02.txt 2019d3c1d526e76c7767f5245bfe117cb363309dfe3e3da67a96602346d26f56 extract-a both corrected The system lets a workflow number documents from the next sequence value as they progress F1-047-A061 0.0    
F1-047-S120 Mayan EDMS F1-047 The system automatically escalates workflows automation Comply with regulations using automatic state expiration and workflow escalation. https://docs.mayan-edms.com/chapters/features.html 02.txt 2019d3c1d526e76c7767f5245bfe117cb363309dfe3e3da67a96602346d26f56 extract-b b corrected The system automatically expires workflow states and escalates workflows. F1-047-B049 1.0 1.0  
F2-007-S092 Userback F2-007 The system automatically generates a title for incoming feedback using AI automation It can automatically classify feedback, generate titles, assess sentiment, and even detect if users are waiting for a response. https://support.userback.io/en/articles/10198801-automate-your-feedback-management 09.txt dfcd6313547a4ecbed6e64d42c9356b9e2a3c81ee9ac250a3ec4b6212a8333e6 extract-b b corrected The system lets a user assess sentiment, generate titles, and detect when users are waiting for a response in feedback using AI. F2-007-B053 1.0 1.0 'AI' and 'feedback' from context (AI Assist tip).
F2-015-S002 Pipedrive F2-015 The system automatically records a user's calls when a call is held. automation It records and transcribes your calls so you don’t have to. https://www.pipedrive.com/en/features 01.txt 9e7e20262890ac37e1dab90c69676f092f16e8086ba8428c23ec779d35c39b07 extract-a both corrected The system lets a user record and transcribe calls. F2-015-A002 0.0    
F2-015-S003 Pipedrive F2-015 The system automatically generates a recap of a call after the call. automation It generates a recap and drafts CRM updates you can review and approve in one click https://www.pipedrive.com/en/features 01.txt 9e7e20262890ac37e1dab90c69676f092f16e8086ba8428c23ec779d35c39b07 extract-a both corrected The system automatically generates a recap and drafts CRM updates that a user can review and approve after a call. F2-015-A003 0.0    
F2-015-S030 Pipedrive F2-015 The system automatically triggers follow-ups and reminders when a deal reaches a pipeline stage or an activity occurs. automation Schedule or automatically trigger follow-ups and reminders based on pipeline stage or activity. https://www.pipedrive.com/en/features/email-integration 04.txt 31e1bac6f210326bc0280d4ee45bd848c9a58527e6f629364932be3957be80b9 extract-a both corrected The system lets a user trigger follow-ups and reminders automatically based on pipeline stage or activity. F2-015-A031 0.0    
F2-015-S048 Pipedrive F2-015 The system automatically schedules an activity after a deal is moved to a specific stage. automation Schedule an activity after a deal has been moved to a specific stage in your pipeline https://www.pipedrive.com/en/features/workflow-automation 06.txt 2ddcbc42de362ee9bf96b050feac1e6592f1b7e9d8b6e847ad2c52c43b19c9f1 extract-a both corrected The system lets a user schedule an activity after a deal has been moved to a specific stage. F2-015-A050 0.0    
F2-025-S019 Salesforce Field Service F2-025 The system automatically schedules the workforce in line with service-level agreements. automation automates workforce scheduling, reduces travel time, and ensures compliance with service-level agreements https://www.salesforce.com/service/field-service-management/ 01.txt 362b920941e6f5e24dbee8f7d1ab69b3dd3e2e00109c0ede05c0f4f45ddefb9c extract-a both corrected The system automatically schedules the workforce and ensures compliance with service-level agreements. F2-025-A019 0.0    
F2-025-S024 Salesforce Field Service F2-025 The system automatically predicts the time and reason for an asset failure. automation predict the time of — and reason for — an asset failure https://www.salesforce.com/service/field-service-management/ 01.txt 362b920941e6f5e24dbee8f7d1ab69b3dd3e2e00109c0ede05c0f4f45ddefb9c extract-a both corrected The system lets a manager predict the time and reason for an asset failure. F2-025-A024 0.0    
F2-031-S053 Salesforce Service Cloud F2-031 The system automatically categorizes tickets with AI automation uses AI to categorize, prioritize, and resolve simple issues automatically https://www.salesforce.com/service/support-ticketing-tools-systems/ 09.txt 5c5b3ecc1695db7cbe7e8f436ac93756acebab9a79ee3fbe02a40c364c08e1e8 extract-a both corrected The system automatically categorizes and prioritizes tickets with AI F2-031-A053 1.0 1.0  
F2-037-S005 RUN Powered by ADP F2-037 The system automatically imports information from an uploaded document into the system when a user uploads it automation immediately import information into the system https://mediacenter.adp.com/adp-run-new-features-top-tool-for-small-business 02.txt 3f2126e7dfc29bbc946117846587f6f523f3e72d0244cb4c7bbe27020f443a0e extract-a both corrected The system automatically imports information from an uploaded document into the system F2-037-A005 1.0 1.0 'Uploaded document' from surrounding sentence.
F2-043-S054 ServiceNow IT Service Management F2-043 The system automatically triggers email notifications or scripts when an incident has no updates over a specified time automation The inactivity monitor generates an event to prevent incidents from going unnoticed https://www.servicenow.com/docs/api/khub/maps/eH2O6EPUpf09wX0~2cZBFg/topics/Uc8KCF0LjG~p2cz7LcOYiw/content 10.txt 694831e41cd3978ec15d23bf46a0c9d07ca346fcbed57e04cfc56b8e8744969a extract-a both corrected The system automatically generates an event to prevent incidents from going unnoticed F2-043-A057 0.0    
F2-061-S010 Vanta F2-061 The system automatically approves document access requests and collects NDAs when a request is made, through integrations with CRM and contract management systems automation Speed up document access with auto-approvals and NDA collection with Salesforce, HubSpot, DocuSign, and Ironclad integrations. https://www.vanta.com/products/trust-center 02.txt c66f24b02162e9daffc0cc0825aaede479c89d04b1944b65a9d8f6520e5ddf6a extract-a both corrected The system lets a user auto-approve document access requests and collect NDAs through integrations with CRM and contract management systems F2-061-A011 0.0    
F2-061-S017 Vanta F2-061 The system automatically sends reminders and runs workflows for regular assessment, review and approval of risks automation Vanta automates reminders and workflows to regularly assess, review, and approve risks https://www.vanta.com/products/risk-management 03.txt 2d411782fe77e7ce81ad50069c3f1b404e66d7121f558635bed240983a563ebd extract-a both corrected The system lets a user automate reminders and workflows to assess, review, and approve risks F2-061-A018 0.0    
F2-061-S033 Vanta F2-061 The system automatically pulls findings from vendors' SOC 2 reports, DPAs, and questionnaires automation Vanta automatically pulls findings from your vendors SOC2 reports, DPAs, and questionnaires https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user pull findings from vendor SOC2 reports, DPAs, and questionnaires automatically F2-061-A034 1.0 1.0  
F2-061-S035 Vanta F2-061 The system automatically discovers newly adopted vendors through integration with procurement systems automation Discovers newly adopted vendors and integrates with your existing procurement systems to eliminate shadow IT and AI blind spots. https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user discover newly adopted vendors through integration with existing procurement systems F2-061-A036 1.0 1.0  
F2-061-S036 Vanta F2-061 The system automatically retrieves vendor documentation from first- and third-party Trust Centers automation Retrieves verified documentation directly from first- and third-party Trust Centers https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user retrieve vendor documentation from first- and third-party Trust Centers F2-061-A037 1.0 1.0 'Vendor' only from section context.
F2-061-S037 Vanta F2-061 The system automatically identifies SLAs, DPAs, and custom security terms in vendors' SOC 2 reports automation Identifies high-stakes SLAs, DPAs, and custom security terms in SOC 2 reports https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user identify SLAs, DPAs, and custom security terms in SOC 2 reports F2-061-A038 0.0    
F2-061-S039 Vanta F2-061 The system automatically sends document requests and follow-up reminders to vendors automation Manages document requests and follow-ups with persistent reminders https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user manage document requests and follow-ups with vendors using reminders F2-061-A040 1.0 1.0 'To vendors' from section context.
F2-061-S042 Vanta F2-061 The system automatically feeds vendor findings into the risk register automation Vendor findings feed directly into your risk register and compliance posture https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user add vendor findings directly to the risk register F2-061-A043 0.0    
F2-061-S047 Vanta F2-061 The system automatically tracks vendor status changes during vendor offboarding automation Vanta tracks vendor status changes https://www.vanta.com/products/vendor-risk-management 04.txt 1af45d7a91cccc6996232b1183a0bb772fc1e3ce38f77e886b894420290ff6a8 extract-a both corrected The system lets a user track vendor status changes F2-061-A048 1.0 1.0 'During offboarding' comes from surrounding sentence.
F2-067-S040 Givebutter F2-067 The system automatically recommends a campaign goal based on fundraising data when a user creates a new campaign automation Start with a goal grounded in real fundraising data, then keep your momentum going with an automatic stretch when you’re close. https://givebutter.com/features 01.txt c93d87857998efcf2cca9e7902ef3047b518ab53209004e7263f66765313ccf2 extract-a both corrected The system automatically recommends a campaign goal based on real fundraising data F2-067-A040 0.0    
F2-067-S049 Givebutter F2-067 The system automatically sends event reminders, donation invites, email notifications, and donor receipts when their triggering events occur automation automate your event reminders, donation invites, email notifications, and donor receipts https://givebutter.com/features 01.txt c93d87857998efcf2cca9e7902ef3047b518ab53209004e7263f66765313ccf2 extract-a both corrected The system lets a user automate event reminders, donation invites, email notifications, and donor receipts F2-067-A049 1.0 1.0  
F2-067-S082 Givebutter F2-067 The system automatically logs an email to a contact’s activity feed when a user emails the contact from the contact profile automation Emails opened this way include your account’s BCC address, so the email is logged to the contact’s activity feed automatically. https://help.givebutter.com/en/articles/10355528-how-to-create-and-edit-contacts 03.txt 9dbbe343436ff8790515856c684b9293b7b08fcddee13bb5795a27a1dc0087c3 extract-a both corrected The system automatically logs emails sent from a contact’s email address link to the contact’s activity feed F2-067-A084 0.0    

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CREATE TABLE [features] ([feature_id] TEXT PRIMARY KEY, [app_id] TEXT, [statement] TEXT, [form] TEXT, [excerpt] TEXT, [source_url] TEXT, [source_file] TEXT, [source_sha256] TEXT, [found_by] TEXT, [found_by_runs] TEXT, [verification] TEXT, [pipeline_id] TEXT, [audited] REAL, [audit_correct] REAL, [audit_note] TEXT, FOREIGN KEY ([app_id]) REFERENCES apps(app_id), FOREIGN KEY ([pipeline_id]) REFERENCES candidates(candidate_id));
CREATE INDEX [idx_features_app_id] ON [features]([app_id]);
CREATE INDEX [idx_features_verification] ON [features]([verification]);
CREATE INDEX [idx_features_form] ON [features]([form]);
CREATE INDEX [idx_features_found_by] ON [features]([found_by]);
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