AI Agent Workflow Developer for LinkedIn-Only Contact Verification Pilot

We are looking for an experienced AI agent / automation workflow builder to create a pilot workflow that helps verify and update an existing professional contact list using LinkedIn as the only approved data source. This is a first-phase pilot project. The goal is to test the workflow, accuracy, contact-matching process, confidence scoring, and human review system before scaling it across a larger database. We are looking for someone who has real experience building AI workflows, automation systems, data verification processes, and human-in-the-loop review systems. This is not a basic data entry job. Project Goal: Build a pilot AI workflow that can help review, verify, and update contacts from an existing list by checking LinkedIn profiles, LinkedIn company pages, and visible LinkedIn information only. Important Rule: LinkedIn must be the only approved data source for this pilot. No external enrichment tools, search engines, third-party databases, Apollo, ZoomInfo, email finders, or scraping platforms are allowed unless approved by us in writing. What We Need Built: Contact List Review & Setup Review the current contact list structure and help organize the fields needed for verification, such as: Current role Current company Industry / sector LinkedIn profile URL Verification status Confidence score Notes Manual review flag AI Agent / Workflow Setup Create a workflow that can help: Match each contact to the correct LinkedIn profile Verify their current role and company Identify outdated or missing information Update the list with LinkedIn-based information Flag uncertain matches for manual review Avoid incorrect automatic updates LinkedIn-Only Verification Process The workflow must only rely on: LinkedIn personal profiles LinkedIn company pages Visible LinkedIn information The goal is accuracy, not volume. Human Review & Accuracy Control The workflow must include a human review process for uncertain results. We need: Confidence scoring Manual review flags Clear notes on why a contact was verified or not verified No automatic updates when the match is uncertain A simple process for a human to approve or reject flagged items Pilot Output The final pilot should include: Updated sample contact list Verified LinkedIn profile URLs Current role and company where available Verification status Confidence score Notes Manual review items Timeline: We are looking for the initial pilot setup to be completed within 3–5 business days, depending on the condition of the list and required access setup. Tools / Access: We can provide the existing contact list, LinkedIn access if required, and any approved internal tools needed for the pilot. Full workflow details and sample data will only be shared with shortlisted candidates. Ideal Candidate: You should have experience with: AI agent workflow development OpenClaw or similar AI workflow platforms LinkedIn-based contact verification Data matching and duplicate detection Google Sheets, CSV, Airtable, or CRM-style databases Human-in-the-loop automation Confidence scoring and review logic Building clean, repeatable workflows that can scale after a pilot Important: We are not looking for someone who needs weeks to figure this out. We need someone who has built similar workflows before and can move quickly on a clear pilot. Please Include In Your Proposal: Have you built an AI agent or automation workflow like this before? What tool or platform would you use to build this? Can you complete the pilot setup within 3–5 business days? How would you prevent incorrect LinkedIn matches? How would you structure confidence scoring and manual review flags? Confirm that you understand LinkedIn is the only approved data source for this pilot. Share one relevant example of a similar workflow you have built. Start your proposal with: “LinkedIn Pilot Workflow” This helps us confirm you read the full project details.