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AI-Assisted QA Review

project 5872f1e5ef8de23e

Normalized: ai assisted qa review

moreland_contracts moreland_dashboard moreland_dashboard_demand toggl

49%

Moderate — a somewhat similar entity exists

92%

Good match quality

Source Mappings (8)

	Source	Source ID	Display Name	Confidence	Method	Status	Actions
	moreland_contracts	b55dfcb83d762cb4763d7cd4c185cdf5	AI-Assisted QA Review	1.00	fuzzy+embedding	Active
Source Record bronze_moreland_contracts_ma_project_contracts file_hash b55dfcb83d762cb4763d7cd4c185cdf5 file_name BlueSkyVUE - Moreland Arrangement Letter - BlueSky AI-Assisted QA v0.2.docx file_path https://morelandpartners.sharepoint.com/sites/MorelandConnect-BusinessDevelopment/_layouts/15/Doc.aspx?sourcedoc=%7BC442DF8A-EE7F-4886-82E0-C2410AF3B990%7D&file=BlueSkyVUE%20-%20Moreland%20Arrangement%20Letter%20-%20BlueSky%20AI-Assisted%20QA%20v0.2.docx&action=default&mobileredirect=true company BlueSkyVUE, LLC project_name AI-Assisted QA Review contact_person Nathan Clark contract_type time_and_materials hourly_rate 150.0 estimated_hours 800.0 total_fee_estimate 120000.0 brief_project_description Consulting services to assist with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform. start_date 2026-08-17 extracted_at 2026-08-25T02:10:14.468872+00:00 raw_text_preview August 17, 2026 Nathan Clark Chief Executive Officer BlueSkyVUE, LLC 222 2nd Ave S, Suite 1700 Nashville, Tennessee 37201 Re: BlueSky — AI-Assisted QA Review Dear Nate: MorelandConnect LLC (“Moreland”) is pleased to provide this Arrangement Letter (“Agreement”) confirming our consulting services (the “Services”) to assist BlueSkyVUE, LLC (“JMI”) with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform (the “Project”). Background JMI’s QA team is the last human step between a completed field inspection and a delivered report. Every order that comes back from a field representative or a DIY homeowner survey passes through QA: a reviewer opens the order, works through the photos, checks the answers against the property record and carrier standards, runs valuations, and completes or rejects the review. JMI has already proven that an AI agent can perform a first pass of this work. JMI’s proof of concept drives the existing BlueSky QA screens directly, using computer use to navigate the UI and fill out the review the way a person would. The question is no longer whether an agent can do QA; it is how to make it fast, reliable, and improvable. This Agreement moves the agent off the screen and onto the BlueSky QA API. Everything the QA reviewer sees and does in the UI is available through the API: the review queue, the full order review with every question and its allowable answer options, the photos and sketches, the third-party property data (HazardHub, ISO 360Value, E2Value, CoreLogic), and the actions that save answers and complete or reject a review. The agent will perform the QA review and save it for human review in a standalone review application, which collects reviewer corrections and feeds them back into the agent’s instructions and memory so the process self-improves. As accuracy earns it, categories of orders graduate to direct submission with human spot-checking. Scope of Services Moreland will provide consulting file_created_at 2026-08-18T18:49:32+00:00 file_modified_at 2026-08-18T19:13:00+00:00 created_by Jeff Kavlick modified_by Jeff Kavlick _dlt_meta —
	moreland_contracts	d2d267f815178b9900aecbbb969229e8	AI-Assisted QA Review	1.00	exact	Active
Source Record bronze_moreland_contracts_ma_project_contracts file_hash d2d267f815178b9900aecbbb969229e8 file_name BlueSkyVUE - Moreland Arrangement Letter - BlueSky AI-Assisted QA v0.3.docx file_path https://morelandpartners.sharepoint.com/sites/MorelandConnect-BusinessDevelopment/_layouts/15/Doc.aspx?sourcedoc=%7B14B31B6D-0065-4477-883A-6FE148A561CD%7D&file=BlueSkyVUE%20-%20Moreland%20Arrangement%20Letter%20-%20BlueSky%20AI-Assisted%20QA%20v0.3.docx&action=default&mobileredirect=true company BlueSkyVUE, LLC project_name AI-Assisted QA Review contact_person Nathan Clark contract_type time_and_materials hourly_rate 150.0 estimated_hours — total_fee_estimate — brief_project_description Consulting services to assist BlueSkyVUE, LLC with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform. start_date — extracted_at 2026-09-01T02:05:51.205128+00:00 raw_text_preview August 17, 2026 Nathan Clark Chief Executive Officer BlueSkyVUE, LLC 222 2nd Ave S, Suite 1700 Nashville, Tennessee 37201 Re: BlueSky — AI-Assisted QA Review Dear Nate: MorelandConnect LLC (“Moreland”) is pleased to provide this Arrangement Letter (“Agreement”) confirming our consulting services (the “Services”) to assist BlueSkyVUE, LLC (“JMI”) with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform (the “Project”). Background JMI’s QA team is the last human step between a completed field inspection and a delivered report. Every order that comes back from a field representative or a DIY homeowner survey passes through QA: a reviewer opens the order, works through the photos, checks the answers against the property record and carrier standards, runs valuations, and completes or rejects the review. JMI has already proven that an AI agent can perform a first pass of this work. JMI’s proof of concept drives the existing BlueSky QA screens directly, using computer use to navigate the UI and fill out the review the way a person would. The question is no longer whether an agent can do QA; it is how to make it fast, reliable, and improvable. This Agreement moves the agent off the screen and onto the BlueSky QA API. The agent will perform QA for human reviewthe agent’s so As accuracy earns it, direct submission with human spot-checking. Scope of Services Moreland will provide consulting services to assist JMI with the following: In Scope Move the QA agent from computer use on to the BlueSky QA API: pull the complete order context (all form questions with their allowable answer options, all photos and sketches, the property record, and the carrier-specific standards data already integrated into BlueSky). Agent-performed QA review: analyze the photos, check answers against the property data and inspection guidelines, and complete the review form the same way a QA reviewer would. human-in-the-loop review a QA reviewer agen file_created_at 2026-08-19T19:45:58+00:00 file_modified_at 2026-08-19T19:45:58+00:00 created_by Jeff Kavlick modified_by Jeff Kavlick _dlt_meta —
	moreland_contracts	9453724eaaff2593feb0051e4a23b2b7	AI-Assisted QA Review	1.00	exact	Active
Source Record bronze_moreland_contracts_ma_project_contracts file_hash 9453724eaaff2593feb0051e4a23b2b7 file_name BlueSkyVUE - Moreland Arrangement Letter - BlueSky AI-Assisted QA v0.2.docx file_path https://morelandpartners.sharepoint.com/sites/MorelandConnect-BusinessDevelopment/_layouts/15/Doc.aspx?sourcedoc=%7B78DDD39D-B9C3-45B5-8B7E-BA3150849562%7D&file=BlueSkyVUE%20-%20Moreland%20Arrangement%20Letter%20-%20BlueSky%20AI-Assisted%20QA%20v0.2.docx&action=default&mobileredirect=true company BlueSkyVUE, LLC project_name AI-Assisted QA Review contact_person Nathan Clark contract_type time_and_materials hourly_rate 150.0 estimated_hours 800.0 total_fee_estimate 120000.0 brief_project_description Consulting services to assist BlueSkyVUE, LLC with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform. start_date 2026-08-17 extracted_at 2026-08-29T02:05:48.501072+00:00 raw_text_preview August 17, 2026 Nathan Clark Chief Executive Officer BlueSkyVUE, LLC 222 2nd Ave S, Suite 1700 Nashville, Tennessee 37201 Re: BlueSky — AI-Assisted QA Review Dear Nate: MorelandConnect LLC (“Moreland”) is pleased to provide this Arrangement Letter (“Agreement”) confirming our consulting services (the “Services”) to assist BlueSkyVUE, LLC (“JMI”) with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform (the “Project”). Background JMI’s QA team is the last human step between a completed field inspection and a delivered report. Every order that comes back from a field representative or a DIY homeowner survey passes through QA: a reviewer opens the order, works through the photos, checks the answers against the property record and carrier standards, runs valuations, and completes or rejects the review. JMI has already proven that an AI agent can perform a first pass of this work. JMI’s proof of concept drives the existing BlueSky QA screens directly, using computer use to navigate the UI and fill out the review the way a person would. The question is no longer whether an agent can do QA; it is how to make it fast, reliable, and improvable. This Agreement moves the agent off the screen and onto the BlueSky QA API. Everything the QA reviewer sees and does in the UI is available through the API: the review queue, the full order review with every question and its allowable answer options, the photos and sketches, the third-party property data (HazardHub, ISO 360Value, E2Value, CoreLogic), and the actions that save answers and complete or reject a review. The agent will perform the QA review and save it for human review in a standalone review application, which collects reviewer corrections and feeds them back into the agent’s instructions and memory so the process self-improves. As accuracy earns it, categories of orders graduate to direct submission with human spot-checking. Scope of Services Moreland will provide consulting file_created_at 2026-08-19T19:18:02+00:00 file_modified_at 2026-08-19T19:18:41+00:00 created_by Jeff Kavlick modified_by Jeff Kavlick _dlt_meta —
	moreland_contracts	7381b639eaa6c00f16a667ac373c7688	AI-Assisted QA Review	1.00	exact	Active
Source Record bronze_moreland_contracts_ma_project_contracts file_hash 7381b639eaa6c00f16a667ac373c7688 file_name BlueSkyVUE - Moreland Arrangement Letter - BlueSky AI-Assisted QA v0.3.pdf file_path https://morelandpartners.sharepoint.com/sites/MorelandConnect-BusinessDevelopment/Shared%20Documents/Internal%20-%20Business%20Development/BlueSkyVUE/BlueSkyVUE%20-%20Moreland%20Arrangement%20Letter%20-%20BlueSky%20AI-Assisted%20QA%20v0.3.pdf company BlueSkyVUE, LLC project_name AI-Assisted QA Review contact_person Nathan Clark contract_type fixed_fee hourly_rate — estimated_hours 800.0 total_fee_estimate 120000.0 brief_project_description Consulting services to assist with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform. start_date 2026-08-24 extracted_at 2026-08-29T02:05:53.798727+00:00 raw_text_preview ARRANGEMENT LETTER Page 1 of 8 August 24, 2026 Nathan Clark Chief Executive Officer BlueSkyVUE, LLC 222 2nd Ave S, Suite 1700 Nashville, Tennessee 37201 Re: BlueSky — AI-Assisted QA Review Dear Nate: MorelandConnect LLC (“Moreland”) is pleased to provide this Arrangement Letter (“Agreement”) confirming our consulting services (the “Services”) to assist BlueSkyVUE, LLC (“JMI”) with the design, build, and evaluation of an AI -assisted QA review capability for the BlueSky platform (the “Project”). Background JMI’s QA team is the last human step between a completed field inspection and a delivered report. Every order that comes back from a field representative or a DIY homeowner survey passes through QA: a reviewer opens the order, works through the photos, che cks the answers against the property record and carrier standards, runs valuations, and completes or rejects the review. JMI has already proven that an AI agent can perform a first pass of this work. JMI’s proof of concept drives the existing BlueSky QA screens directly, using computer use to navigate the UI and fill out the review the way a person would. The question is no longer whether an agent can do QA; it is how to make it fast, reliable, and improvable. This Agreement moves the agent off the screen and onto the BlueSky QA API. The agent will perform a first -pass QA review using the order context available through BlueSky, record its proposed QA decisions, and route the order through the existing BlueSky QA workflow for human review . The final human -reviewed order will be compared with the agent’s proposed decisions so that agreement, corrections, processing time, and throughput can be measured. Reviewer corrections will be captured as evaluation and feedback data and used to refine the agent’s prompts, rules, configuration, and related logic. As accuracy earns it, JMI may enable direct submission for selected categories, with human spot -checking an file_created_at 2026-08-24T19:57:24+00:00 file_modified_at 2026-08-24T19:57:24+00:00 created_by Jeff Kavlick modified_by Jeff Kavlick _dlt_meta —
	moreland_contracts	1f4ffea6554a9ba2a688e54b21c2f699	AI-Assisted QA Review	1.00	exact	Active
Source Record bronze_moreland_contracts_ma_project_contracts file_hash 1f4ffea6554a9ba2a688e54b21c2f699 file_name BlueSkyVUE - Moreland Arrangement Letter - BlueSky AI-Assisted QA v0.3.pdf file_path https://morelandpartners.sharepoint.com/sites/MorelandConnect-BusinessDevelopment/Shared%20Documents/Internal%20-%20Business%20Development/JMI%20Reports/BlueSky%20-%20AI-Assisted%20QA%20Review%20%5BFF%5D/Signed%20Arrangement%20Letter/BlueSkyVUE%20-%20Moreland%20Arrangement%20Letter%20-%20BlueSky%20AI-Assisted%20QA%20v0.3.pdf company BlueSkyVUE, LLC project_name AI-Assisted QA Review contact_person Nathan Clark contract_type fixed_fee hourly_rate — estimated_hours 800.0 total_fee_estimate 120000.0 brief_project_description Consulting services to assist with the design, build, and evaluation of an AI-assisted QA review capability for the BlueSky platform. start_date 2026-08-24 extracted_at 2026-08-29T02:18:03.356061+00:00 raw_text_preview ARRANGEMENT LETTER Page 1 of 8 August 24, 2026 Nathan Clark Chief Executive Officer BlueSkyVUE, LLC 222 2nd Ave S, Suite 1700 Nashville, Tennessee 37201 Re: BlueSky — AI-Assisted QA Review Dear Nate: MorelandConnect LLC (“Moreland”) is pleased to provide this Arrangement Letter (“Agreement”) confirming our consulting services (the “Services”) to assist BlueSkyVUE, LLC (“JMI”) with the design, build, and evaluation of an AI -assisted QA review capability for the BlueSky platform (the “Project”). Background JMI’s QA team is the last human step between a completed field inspection and a delivered report. Every order that comes back from a field representative or a DIY homeowner survey passes through QA: a reviewer opens the order, works through the photos, che cks the answers against the property record and carrier standards, runs valuations, and completes or rejects the review. JMI has already proven that an AI agent can perform a first pass of this work. JMI’s proof of concept drives the existing BlueSky QA screens directly, using computer use to navigate the UI and fill out the review the way a person would. The question is no longer whether an agent can do QA; it is how to make it fast, reliable, and improvable. This Agreement moves the agent off the screen and onto the BlueSky QA API. The agent will perform a first -pass QA review using the order context available through BlueSky, record its proposed QA decisions, and route the order through the existing BlueSky QA workflow for human review . The final human -reviewed order will be compared with the agent’s proposed decisions so that agreement, corrections, processing time, and throughput can be measured. Reviewer corrections will be captured as evaluation and feedback data and used to refine the agent’s prompts, rules, configuration, and related logic. As accuracy earns it, JMI may enable direct submission for selected categories, with human spot -checking an file_created_at 2026-08-25T14:18:22+00:00 file_modified_at 2026-08-25T14:16:49+00:00 created_by Sam Wilsey modified_by Sam Wilsey _dlt_meta —
	moreland_dashboard	BlueSky - AI-Assisted QA Review [FF]	BlueSky - AI-Assisted QA Review [FF]	0.80	fuzzy+embedding	Active
Source Record bronze_moreland_dashboard_md_timetoqb toggl BlueSky - AI-Assisted QA Review [FF] quickbooks BlueSkyVUE, LLC sg_a_spread True project_type Build billing_type FF squad — qa_partner — project_manager — lead_dev —
	moreland_dashboard_demand	BlueSky - AI-Assisted QA Review [FF]	BlueSky - AI-Assisted QA Review [FF]	0.80	fuzzy+embedding	Active
	toggl	222013426	BlueSky - AI-Assisted QA Review [FF]	0.80	fuzzy+embedding	Active
Source Record bronze_toggl_projects id 222013426 workspace_id 5511582 client_id 56079385 name BlueSky - AI-Assisted QA Review [FF] is_private No active Yes updated_at 2026-08-25T14:18:14+00:00 created_at 2026-08-25T14:18:14+00:00 color #0b83d9 billable Yes template No auto_estimates No rate 150.0 currency — recurring No actual_hours — actual_seconds — client_name JMI status active