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Posted 2 weeks ago
  • Hourly: $20.00 - $25.00
  • Expert
  • Est. time: 1 to 3 months, Less than 30 hrs/week

AI Workflow & Automation Consultant for Executive Search Firm We are an executive search firm looking for an experienced AI technology consultant to help us evaluate, improve, and automate our internal workflows. We are not looking for someone to simply introduce generic AI tools. We want someone who can take a hands-on look at how our business currently operates, understand our recruiting/search process, and help us create practical, efficient AI-enabled workflows that our team will actually use. About Our Current Tech Stack We currently use: RecruitCRM as our applicant tracking/search CRM Microsoft 365 across the business Microsoft Copilot as our enterprise AI tool Claude, which integrates with RecruitCRM Microsoft Teams, Outlook, OneDrive, SharePoint, Word, Excel, and PowerPoint Additional recruiting tools, interview notes, candidate documents, and internal templates We want to better connect and leverage these systems so we can reduce manual work, improve consistency, and make our team more efficient. What We Need Help With We are looking for someone to review our full process and help identify where AI, automation, integrations, or better workflows can improve the way we work. This may include: Reviewing our current recruiting/search workflow from intake through candidate presentation Evaluating how we use RecruitCRM, Copilot, Claude, Microsoft 365, Teams, Outlook, OneDrive, and SharePoint Identifying repetitive manual tasks that can be automated or streamlined Helping us create better workflows for candidate presentations, interview notes, client updates, reporting, and document management Recommending practical AI tools, prompts, templates, automations, or integrations Helping us organize files, notes, candidate materials, and client deliverables more efficiently Training or documenting best practices so our team can adopt the new workflows Ideal Background The ideal consultant will have experience with: AI workflow design for small or mid-sized businesses Microsoft 365, Microsoft Copilot, Teams, Outlook, OneDrive, and SharePoint Recruiting, staffing, executive search, or professional services workflows CRM or ATS systems, ideally RecruitCRM or similar platforms Claude, ChatGPT, Copilot, or other AI tools used in business operations Automation tools such as Power Automate, Zapier, Make, or similar Process mapping, workflow optimization, and implementation Project Goal Our goal is to have someone come in, understand how we work today, and help us build a more efficient AI-enabled operating system for the business. We want practical improvements, not theoretical recommendations. The right person should be able to assess our current state, recommend what should change, help implement improvements, and provide clear documentation or training for our team. Deliverables May Include Current workflow assessment AI and automation opportunity map Recommended tools and integrations Updated workflows for key business processes Reusable prompts, templates, or SOPs Microsoft 365 / Copilot / RecruitCRM optimization recommendations Implementation support Training documentation for our team To Apply Please include: A brief overview of your experience with AI workflow consulting Examples of similar projects you have completed Your experience with Microsoft 365, Copilot, Claude, RecruitCRM, or recruiting workflows How you would approach reviewing and improving our current process Your suggested project structure and estimated timeline We are open to either an initial audit/strategy project or a longer-term implementation engagement depending on fit.

Posted 3 weeks ago
  • Hourly
  • Intermediate
  • Est. time: Less than 1 month, Less than 30 hrs/week

Project Overview We are looking for an experienced AI workflow, process design, and prompt engineering expert to help us automate part of our sales and proposal development process. Currently, our project management team spends 4–12 hours developing a custom research plan and proposal for each active FSI lead. In busy weeks, we may work on 5–6 leads, which creates a significant time burden and slows down response time. We want to build a custom ChatGPT skill or AI workflow that can take sales notes, email context, and call notes, then help generate a research plan and proposal in our existing format. What We Need We need someone who can: Learn and map our current sales/proposal process Translate that process into a structured AI workflow Write effective prompts and decision trees Train or configure a custom ChatGPT skill/workflow Help the AI ask the right follow-up questions Generate proposal sections based on uploaded notes Recommend research scope, segmentation, targets, and options Output the final proposal in our existing template Desired Workflow The ideal AI workflow would allow us to upload notes from emails and sales calls. The AI would then ask a series of structured questions to determine how to write each section of the proposal. The AI should be able to: Recommend the appropriate research process Suggest project scope Identify demand segmentation opportunities Create tables for the proposal Recommend constituencies and companies to target Suggest research options Draft the proposal using our template Provide a strong first draft that our team can review and adjust Business Goal The goal is to significantly reduce the time spent developing research plans and proposals, especially for early-stage leads and marketing-generated opportunities. This is particularly important for new leads from companies we have not worked with before, where the probability of closing may be relatively low. We want to respond quickly and professionally without taking excessive time away from active client projects. Ideal Freelancer You should have experience with some or all of the following: AI workflow design Prompt engineering Custom GPTs or ChatGPT skills Sales/proposal automation Business process documentation B2B research or consulting workflows Template-based document generation AI-assisted decision trees Knowledge management or internal AI tools Experience with market research, consulting, or proposal development is a plus. Deliverables We expect the freelancer to deliver: A documented AI workflow/process map A set of structured prompts and instructions A functioning custom GPT, ChatGPT skill, or equivalent AI workflow Question logic for gathering missing proposal inputs Proposal section drafting logic Testing and refinement using sample lead notes Documentation so our team can maintain and improve the workflow Project Type This will likely begin as a one-time project, with potential for ongoing support as we refine the workflow and expand it to other proposal types. To Apply Please include: Examples of AI workflows, custom GPTs, or prompt systems you have built Your experience with proposal automation or business process automation Your recommended approach for this project Any questions you would need answered before starting

  • Hourly: $70.00 - $85.00
  • Expert
  • Est. time: 1 to 3 months, Less than 30 hrs/week

Overview We're building an open-source CLI gateway for multi-agent AI orchestration — model-agnostic, MCP-native, and designed to bring any agent framework online with a single command. The repo is active, well-documented, and growing. We need an engineer to accelerate integration coverage and help attract open-source contributors. The Work Build agent templates and runnable examples for LangGraph, CrewAI, and similar frameworks Add LLM provider support (Groq, Mistral, Gemini, etc.) to the Hermes runtime Write clean, contributor-friendly code that models good PR hygiene Submit work via fork → PR → merge workflow on GitHub You Are Strong Python developer with CLI tooling experience Familiar with at least one of: LangGraph, CrewAI, LiteLLM, LangChain Comfortable with open source GitHub workflows (fork, PR, issues, reviews) Self-directed — you read docs, ask good questions, and don't wait to be unblocked Nice to Have Experience with MCP (Model Context Protocol) Familiarity with SSE, OAuth 2.1, or agent credential management Prior open source contributions Engagement Part-time to start, 20 hrs/week Fixed milestones per integration delivered Potential to grow with the project To Apply Share your GitHub profile and one example of open source work or a project that shows your Python and agent framework experience. https://github.com/ax-platform/ax-gateway

  • Hourly: $75.00 - $200.00
  • Expert
  • Est. time: More than 6 months, 30+ hrs/week

We're a 30-year, family-owned home improvement company in Michigan. We run a modern but disconnected software stack and we're looking for a developer to connect the pieces, automate manual work, and build reporting that actually gets used. This is project-based contract work to start, with steady ongoing work for the right person. Not a full-time role. What you'd be working on: Our tools don't talk to each other and too much still runs on manual data entry and spreadsheets. We want someone who can look at a workflow, find the bottleneck, and build the fix. Examples of projects on our list: Replace an antiquated Google Sheets scheduling system with something modern and connected Build and maintain integrations between our core tools (CRM, call tracking, phone, accounting) Build BI and reporting dashboards that pull from multiple sources into one clear view Automate manual data entry, lead routing, and reporting tasks Set up AI-assisted tooling where it makes sense (call summaries, automated reporting, data cleanup) Our stack: JobNimbus (CRM, system of record) CallRail (call tracking, ~50 numbers) RingCentral (phone) Rilla (sales conversation analysis) QuickBooks (accounting) Google Ads and Facebook Ads Google Sheets / Google Workspace You should have: Strong experience with API integrations and connecting SaaS tools (Zapier/Make is fine for some of it, but we want someone who can write custom code when the no-code tools fall short) Experience building reporting dashboards or BI tools Comfort with one or more CRM platforms (JobNimbus experience is a big plus) Ability to scope a problem, propose a solution, and ship it without heavy hand-holding Clear written communication and the ability to explain technical work to non-technical people Nice to have: Experience with JobNimbus, CallRail, RingCentral, or QuickBooks specifically Experience building AI-assisted workflows (LLM-based summaries, data extraction, etc.) Experience in home services, construction, or contracting businesses

  • Hourly: $75.00 - $100.00
  • Expert
  • Est. time: 3 to 6 months, 30+ hrs/week

Overview We are a growing, privately held group of operating companies in the heavy equipment, equipment dealership, auction, rental, service, parts, and logistics industries. We are seeking an experienced Fractional Chief Information Officer to assess our current technology environment, develop a practical technology roadmap, and help lead the implementation of priority initiatives across multiple business units and locations. We are looking for a business-oriented technology leader who can help us improve: Systems integration Process automation and AI implementation Data and Inventory visibility CRM adoption and accountability Executive dashboards Phone system capabilities Cybersecurity oversight Vendor accountability Standardization across operating companies and locations The ideal consultant will be comfortable moving between strategy and execution. We do not need a report that sits on a shelf with no one to execute it. We need a leader who can identify priorities, simplify decisions, select the right vendors and tools, and help drive implementation. Business problem to solve Our businesses have grown across multiple operating models, systems, vendors, and locations. We need stronger visibility, more consistent processes, and better integration between the systems that support sales, inventory, rentals, service, parts, auctions, logistics, marketing, finance, and leadership reporting. We want to reduce duplicate data entry, improve the quality and timeliness of information, strengthen accountability, and give leadership trusted data for faster decision-making. Initial engagement We expect the initial engagement to include a structured technology and business systems assessment, followed by a prioritized roadmap. Phase 1 deliverables: Assess the current technology environment, including key systems, vendors, integrations, data flows, reporting processes, and operational pain points. Identify urgent risks, quick wins, and longer-term priorities. Develop a practical 12- to 24-month technology roadmap with sequencing, estimated resource needs, decision points, and recommended ownership. Evaluate our current phone system environment and recommend a plan for upgrade, vendor selection, and implementation. Recommend an approach to improve inventory visibility, including equipment locations, attachments, transfers, rental status, and related reporting needs. Develop a business intelligence and dashboard strategy for leadership reporting. Evaluate CRM adoption, data quality, workflow consistency, and sales management visibility. Identify practical AI and automation opportunities that can save time, improve reporting, strengthen customer response, and reduce repetitive manual work. Review cybersecurity posture, vendor coverage, disaster recovery, business continuity, and major risk gaps. Recommend an implementation governance model, including decision rights, project cadence, vendor accountability, and progress reporting. Likely implementation priorities The exact sequence will be finalized after the initial assessment, but current priorities include: Immediate priorities Technology assessment and systems inventory Phone system upgrade and implementation planning Practical AI strategy and initial use cases Inventory visibility improvements Data ownership and reporting standards Near-term priorities Executive dashboard development CRM optimization and adoption Integration between CRM, accounting, inventory, rental, dealership, auction, logistics, and marketing systems Reduction of duplicate data entry and spreadsheet-based reporting Vendor performance management Cybersecurity and continuity improvements Longer-term fractional CIO responsibilities Depending on fit and the assessment results, the selected consultant may continue in an ongoing fractional capacity to: Lead technology roadmap execution Oversee system selection and implementation projects Coordinate internal stakeholders and outside vendors Improve data governance and reporting reliability Develop executive dashboards and KPI visibility Support CRM adoption and process standardization Identify and implement workflow automation Guide responsible AI adoption Strengthen cybersecurity oversight Establish repeatable technology decision-making standards Provide executive-level recommendations on technology investments What this role is not This is not primarily a role for: Routine help desk management Printer, laptop, or desktop troubleshooting Server administration Basic managed IT support A pure software developer A consultant who only produces recommendations without implementation support We need someone who can translate business problems into practical technology solutions and help drive adoption across the organization. Required experience Candidates should have meaningful experience leading business systems improvement in a multi-location or multi-business operating environment. Strong candidates will have experience with several of the following: Fractional CIO, CIO, CTO, VP of Technology, enterprise applications, or technology transformation leadership Systems integration and enterprise architecture ERP, accounting, CRM, inventory, rental, or operational systems Business intelligence tools such as Power BI or Tableau Dashboard development and executive KPI reporting Data governance and reporting standardization Vendor selection, contract management, and implementation oversight AI use-case identification and workflow automation Cybersecurity oversight, disaster recovery, and business continuity Change management and user adoption Privately held, family-owned, founder-led, or entrepreneurial businesses Experience in equipment dealerships, distribution, rental businesses, logistics, construction, agriculture, automotive dealerships, industrial services, or other multi-location operational environments is strongly preferred but not required. Working style The right person will be: Business-oriented Practical and execution-focused Comfortable challenging unclear priorities Able to simplify complex decisions Comfortable working with ownership, executives, department leaders, branch teams, and outside vendors Willing to get into the details without losing strategic perspective Focused on measurable business outcomes rather than technology for technology’s sake Some onsite discovery work and periodic travel to company locations may be required. Please indicate your availability for onsite work in Pennsylvania and Maryland. What success looks like Success should produce measurable improvement in the business, including: Leadership has reliable visibility into key business metrics Reporting becomes faster, more automated, and more trusted Inventory locations and status are easier to understand CRM adoption and sales visibility improve Systems communicate more effectively Duplicate data entry and manual reporting are reduced Technology vendors are held accountable AI and automation create measurable productivity gains Cybersecurity risks are better understood and addressed Ownership spends less time searching for information and more time making decisions Please include the following in your proposal A brief description of two or three similar engagements you have led. An example of a multi-location, multi-business, dealership, distribution, rental, logistics, or operational environment you have supported. Your approach to the first 90 days of an engagement like this. Your experience with ERP, CRM, inventory, rental, accounting, phone, reporting, and business intelligence systems. Your experience implementing AI or workflow automation in a practical business setting. Your approach to vendor selection and vendor accountability. Your preferred engagement model, expected weekly availability, hourly or project rate, and ability to support onsite discovery work. Whether you personally lead the work or delegate significant portions of the engagement to other team members.

  • Hourly: $75.00 - $125.00
  • Expert
  • Est. time: 3 to 6 months, Not sure

Project Capital Advisors (PCA) is seeking an experienced AI Solutions Architect to support a government modernization consulting engagement. The initial project involves helping a county government modernize its citizen telephone operations using Voice AI, workflow automation, and enterprise system integrations. The selected consultant will work directly with executive leadership and public sector stakeholders to assess existing operations, develop technical recommendations, and help define an implementation roadmap. Responsibilities include: * Leading technical discovery sessions with client stakeholders * Evaluating existing phone systems and call workflows * Designing Voice AI and Contact Center AI solution architectures * Recommending enterprise platforms and integration strategies * Creating technical documentation and architecture diagrams * Supporting project scoping, budgeting, and executive presentations Preferred experience: * Enterprise Voice AI or Contact Center AI * Twilio, Amazon Connect, Genesys Cloud, Five9, Retell AI, ElevenLabs, Azure AI, or OpenAI APIs * API integrations and workflow automation * Experience with government or other regulated industries is preferred Engagement Details: * Contract/Fractional * Approximately 10–20 hours per week initially * Remote with occasional travel * Opportunity for additional engagements as PCA expands its Government AI consulting practice Please review the attached position description for complete responsibilities, qualifications, and application requirements.

  • Hourly: $100.00 - $150.00
  • Expert
  • Est. time: More than 6 months, 30+ hrs/week

We are seeking an experienced Full-Stack AI Product Engineer to help build a secure AI-powered business application for regulated organizations. This project involves building a professional AI platform with document analysis, structured AI workflows, knowledge-base integration, user login, admin controls, and downloadable business outputs. This is not a basic chatbot or prompt-only project. We are looking for someone who has built real AI applications, preferably SaaS products, secure portals, or AI tools for business, legal, risk, compliance, financial services, or other regulated environments. Key Skills Required: --Full-stack web application development --AI application development --RAG / knowledge-base architecture --Document upload and document analysis --OpenAI, Azure OpenAI, Anthropic, or similar AI model experience --Vector database experience --Secure user authentication --Role-based access controls --Secure file storage --Admin dashboard development --AI workflow or agent development --PDF, Word, and Excel report generation --Cloud deployment experience --API integration experience --Strong documentation and handoff practices Preferred Experience: --SaaS platform development --Financial services, legal tech, compliance, risk, cybersecurity, or regulated-industry experience --Building AI tools that analyze uploaded documents and produce structured outputs --Enterprise security, data privacy, audit logs, and customer data separation Important Requirements: The selected developer must be comfortable working under an NDA and IP agreement. All platform design, prompts, workflows, templates, scoring logic, documentation, source code, and related work product created for this project will be owned by our company. The developer may not reuse, resell, repurpose, publish, or train other tools using our materials, concepts, client data, workflows, or proprietary information. To Apply, Please Provide: --Examples of AI tools, SaaS platforms, or secure web applications you have built --Your experience with RAG, document analysis, and AI workflows --Your recommended technology stack for a secure AI business platform --Estimated MVP timeline --Estimated cost or pricing structure --Whether you work alone or with a team --How you handle data security, confidentiality, and IP ownership We are looking for someone who can think like a product builder, build securely, communicate clearly, and help create a professional AI platform suitable for regulated business users.

  • Hourly: $75.00 - $125.00
  • Expert
  • Est. time: 3 to 6 months, Less than 30 hrs/week

## Project Overview I am seeking an experienced Senior AI Systems Architect / Full-Stack Engineer to evaluate and potentially lead the technical architecture of a new enterprise software platform currently under development. At this stage, I am not looking for someone to simply write code. I am looking for an experienced technical professional capable of evaluating architecture, recommending technologies, and helping define the engineering roadmap for Version 1. The project involves the integration of artificial intelligence, enterprise software architecture, workflow automation, secure data management, API integrations, and cloud-based application design. Because the project contains proprietary intellectual property, detailed information will not be disclosed during the initial interview process. Candidates selected to move forward will be asked to execute a Non-Disclosure Agreement before reviewing project documentation. ## Initial Objectives • Review the existing project at a high level. • Evaluate technical feasibility. • Recommend the most appropriate technology stack. • Design the production architecture. • Develop an implementation roadmap. • If mutually agreed, continue as the lead software architect for Version 1. ## Required Experience Applicants should have significant experience with: • Enterprise software architecture • Artificial Intelligence integration • API development and integration • Full-stack application development • Cloud architecture and deployment • Database design • Authentication and application security Excellent communication skills are important. I am looking for someone who enjoys solving complex architectural challenges and who is interested in building something from the ground up. ## Please Include 1. A brief summary of your architecture experience. 2. Examples of enterprise software systems you have helped design. 3. AI-related experience. 4. Your preferred technology stack. 5. Why this opportunity interests you. The initial engagement is intended as an architectural evaluation. A longer-term relationship may develop if there is a strong mutual fit.

Posted 2 weeks ago
  • Hourly: $65.00 - $100.00
  • Expert
  • Est. time: 1 to 3 months, Less than 30 hrs/week

Guardian Senior Solutions GoHighLevel + Retell AI Build — Job Posting & Scope of Work Posted by: Paul · Guardian Senior Solutions (GSS) Orange County, California — remote contractor accepted Project overview Guardian Senior Solutions (GSS) is a direct-to-consumer senior care navigation platform in Orange County, California. We are a conflict-free alternative to referral platforms like A Place for Mom — we coordinate care, legal, financial, and home equity needs for senior families rather than operating as a care provider ourselves. We need a GoHighLevel (GHL) build that automates our lead-to-appointment pipeline end to end: from the moment a lead comes in (web form, paid ad, social DM, referral) through AI-driven outreach (voice via Retell AI, SMS, email) to a booked assessment appointment with one of our case managers, by phone or in person. This is a real-time-sensitive use case — families reaching out are often in or near a care crisis, so speed and reliability of follow-up directly affects whether we can help them. What success looks like • A lead that fills out a form, comments on a social post, or calls in gets a response within 5 minutes, every time, with no silent failures. • Qualified leads are automatically routed into a clear pipeline and booked onto a case manager's calendar without manual intervention. • We can see, in one dashboard, exactly where every lead is and whether any have gone stale. • The system is documented well enough that we are not permanently dependent on the person who built it. Scope of work 1. Core GHL architecture • Build a 6-stage lead pipeline: New Lead → Contacted → Nurturing → Appointment Booked → Consultation Complete → Not Ready / Lost. • Configure custom fields: care urgency (1–5), who care is for (self / parent / spouse), homeowner Y/N, estimated home value, legal documents in place Y/N, lead source. • Set up lead source tagging across all channels: Google Ads, Meta Ads, organic/social, referral partner (by name), direct, and any purchased lead lists. • Build a reporting dashboard tracking: leads by source, speed-to-contact, appointment conversion rate, show rate, and pipeline value by stage. 2. Retell AI voice integration • Integrate Retell AI with GHL so that a new lead triggers an outbound AI voice call within 5 minutes of form submission. • Build fallback logic: if the call is not answered, automatically fall back to SMS rather than silently dropping the lead. • Configure the call outcome (answered / voicemail / booked / declined) to write back into the GHL contact record and move the pipeline stage accordingly. • Work with us to finalize the AI voice script and qualifying questions (we have a draft framework already). 3. Lead nurture automation • Build the speed-to-lead workflow: AI call + SMS on form submit, second call attempt at 1 hour, email at 2 hours, manual task created for a human follow-up at 24 hours if still unresponsive. • Build a 21-day nurture drip for leads not yet ready to book, mixing educational email content with SMS check-ins (content outline will be provided). • Build appointment confirmation and reminder sequences (instant confirmation, 24-hour reminder, 1-hour reminder) via email and SMS. • Build a post-consultation follow-up sequence including a same-day summary, a 3-day check-in, and a 7-day review request (conditional on a positive-outcome tag). 4. Social + email content engine • Set up GHL's Social Planner across Facebook, Instagram, LinkedIn, and TikTok with an approval workflow so content is AI-drafted but human-approved before publishing. • Set up a weekly email campaign workflow: AI-assisted draft, human approval step, then send. • Connect inbound engagement (Facebook/Instagram DMs and comments, web chat, SMS, email replies) to GHL Conversations and route qualified leads into the Conversation AI for qualification. • Flag clearly in writing if TikTok DM-to-CRM integration is not currently supported natively by GHL, and propose a workaround if one exists. 5. Appointment booking & case manager routing • Integrate calendar booking (Calendly or GHL's native calendar) so qualified leads can be booked directly onto the correct case manager's calendar, distinguishing between phone and in-person assessment appointment types. • Build routing logic if we have more than one case manager (e.g., by territory, availability, or caseload). 6. Reliability, testing, and handoff • Idempotency checks so a lead submitting twice, or a webhook firing twice, does not trigger duplicate calls or duplicate pipeline entries. • A staging/test mode so new or modified workflows are tested with dummy leads before going live. • Monitoring or alerting so we are notified if a workflow breaks or a lead has gone untouched for more than 2 hours. • Full written documentation of every workflow, automation, and integration built, in plain language we can hand to a future hire if needed. • A 30-minute live walkthrough/training call upon completion. Requirements • Demonstrated prior experience integrating Retell AI (or a comparable AI voice platform) with GoHighLevel. Please describe your specific integration approach in your application — this is the single most important qualifier for this role. • Strong working knowledge of GHL workflows, pipelines, Conversations, Social Planner, and custom fields. • Experience with webhook-based integrations and basic error handling / fallback logic. • Prior experience in healthcare, home services, senior care, or another high-urgency, high-trust service business is a strong plus. • Clear, responsive communication — we will be working closely together through build and testing. How to apply 1. Confirm you have integrated Retell AI (or similar) with GoHighLevel before, and briefly describe how you approached it. 2. Share 1–2 examples of GHL builds you've done for service businesses, ideally with multi-channel lead nurture. 3. Provide your estimated timeline and a flat-fee quote for the full scope above (we prefer fixed pricing over hourly for this project). 4. Let us know your availability to start. We have a detailed internal spec (pipeline stages, message templates, and workflow logic) ready to share with serious candidates upon request.

  • Hourly
  • Intermediate
  • Est. time: 3 to 6 months, Less than 30 hrs/week

Bellementis PLLC is seeking a contract legal automation specialist to help design and implement practical automation workflows for a fast-growing boutique law firm. The ideal candidate has experience with law firm operations, document automation, AI tools, workflow design, and systems such as Microsoft 365, Clio, NetDocuments, Gavel, Zapier, Notion, or similar platforms. Responsibilities may include: Automating client intake, engagement letters, matter opening, task tracking, billing workflows, and document generation Building reusable templates, checklists, and workflows Helping integrate AI tools into legal and administrative processes Improving knowledge management and internal firm operations Working with lawyers, operations, and technical team members to turn manual processes into scalable systems This is a contract role. Prior experience with legal tech, law firm operations, document automation, or AI-enabled workflow design is strongly preferred.

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