Enterprise AI Director & CoE Lead
Think Consulting
Open to Remote - EST/CST Required.
Dallas, Columbus, Cincinnati and Richmond
A modern cloud data platform is live, an enterprise AI assistant is deployed to an initial seat population, a second enterprise-grade AI assistant is scoped for rollout, and an AI Center of Excellence charter is drafted but not yet launched. What does not exist yet is production AI: no governed intake process, no operational use cases beyond individual productivity, and no ML engineering capacity. The AI Leader is hired to close that gap.
This role owns Our Client's AI strategy and its execution - standing up and running the AI Center of Excellence, scaling assistant adoption from pilot to enterprise, shipping the first production use cases in estimating, RFP response, and document intelligence, and building the governance framework that makes AI safe to deploy in a business where bad output has cost and safety consequences. Success is measured in adopted, governed AI that moves named workflows, not in demos.
The role is a builder's role with a clear runway: a funded three-year AI investment plan, an executive mandate, and a target of meaningful productivity uplift in named workflows within three years. It works in close partnership with the data function - data quality is the explicit gate on this roadmap - and with Applications, Integration, and Cybersecurity.
Key Responsibilities AI Center of Excellence- Take the drafted AI CoE charter to launch - operating model, membership, decision rights, funding model, and reporting cadence to IT and executive leadership.
- Build and run the AI intake process: how ideas are submitted, scored for value and risk, prioritized, funded, piloted, and either scaled or killed.
- Establish the reusable delivery pattern for AI work - reference architecture, prompt and model standards, evaluation methodology, testing, and production support expectations.
- Embed and enable business AI champions in each operating company so demand is generated and qualified locally rather than routed through IT alone.
- Own the AI roadmap and portfolio view, sequencing productivity, workflow, and agentic use cases against capability and data readiness.
- Ship the first wave of operational use cases to production - estimating assist, RFP and specification parsing, submittal and contract-clause extraction, and document summarization.
- Progress the portfolio into workflow automation: three-way PO and invoice matching, change-order triage, dispatch and route optimization, project risk scoring, and financial close assistance.
- Build toward agentic use cases with appropriate human approval gates - bid response, field ticket coding, supply chain, tier-one customer service, and continuous project controls reforecasting.
- Define the value case and measurement approach for each use case before build, and report realized benefit against it after deployment.
- Partner with the data function to ensure each use case has governed, quality-gated data with documented lineage before it goes to production.
- Own the enterprise assistant program - scaling the primary enterprise AI assistant from its current pilot population to broad white-collar deployment, and deploying a second enterprise-grade AI assistant from scoped to live at scale.
- Drive real adoption rather than seat counts: role-based training, workflow-specific playbooks, champion networks, office hours, and measured usage by function.
- Design and deploy low-code agent tooling for targeted workflows such as HR and onboarding policy Q&A, parts lookup, and field technician guidance.
- Manage license allocation and seat economics against the approved investment plan, reclaiming and redeploying unused capacity.
- Build Our Client's AI governance framework - acceptable use policy, model and tool approval process, data handling rules, human-in-the-loop requirements, and audit trail.
- Establish model risk management: evaluation and accuracy thresholds, bias and fairness review, hallucination controls, drift monitoring, and defined rollback criteria.
- Use enterprise data governance tooling to govern prompts, model access, and data exposure, in partnership with the cybersecurity function and vCISO.
- Maintain the AI inventory and stay ahead of regulatory, insurance, contractual, and customer requirements affecting AI use in a construction and field-services context.
- Set clear guardrails for shadow AI - what employees may and may not use, and how to bring unsanctioned tools into the sanctioned estate.
- Build and lead the AI team, hiring against the approved plan - ML engineering, prompt engineering, AI governance, and MLOps - and developing the AI Architect role as the technical anchor of the CoE.
- Manage strategic vendor relationships across major AI assistant, model, and platform providers, plus implementation and staff-augmentation partners.
- Own the AI budget across software, compute, and services, tracking spend against the multi-year plan and defending incremental investment with realized results.
- Serve as Our Client's internal authority on AI - briefing executives, operating company leadership, and the board or sponsor on capability, risk, and progress in plain business language.
The AI Leader operates on the following stack, and inherits a data platform purpose-built as an AI foundation:
Layer Platform / Tooling
AssistantsPrimary enterprise AI assistant (scaling); second enterprise-grade AI assistant (scoped for deployment)
AI ServicesCloud LLM platform services; low-code agent builder for targeted workflows
Data FoundationModern cloud data platform with planned capacity scaling; cloud data lake and warehouse
AI & Data GovernanceEnterprise data governance platform - model, prompt, and data governance plus audit
BI & ReportingEnterprise and self-service business intelligence tooling
IntegrationiPaaS integration platform; API-based patterns
ERPMultiple ERP platforms across operating companies (consolidation in progress)
CRMEnterprise CRM selection in progress
Field Service & OpsField-service systems; enterprise performance/financial planning management system
Candidates with deep Microsoft-stack experience (Copilot, Copilot Studio, Azure OpenAI, Fabric) and familiarity with a leading frontier model provider will be especially well-matched, but the core requirement is production AI leadership depth - not a specific vendor stack.
Required Qualifications- Bachelor's degree in computer science, engineering, data science, information systems, or equivalent practical experience.
- 10+ years in technology roles with at least 3 years leading AI, data science, machine learning, or advanced analytics teams or programs.
- Demonstrated record of putting AI into production - not pilots - with named business outcomes and measured adoption.
- Hands-on fluency with modern LLM platforms and patterns: prompt engineering, retrieval-augmented generation, evaluation frameworks, fine-tuning trade-offs, and agent design with human approval gates.
- Working knowledge of a major enterprise AI assistant stack and of at least one other frontier model provider.
- Experience establishing AI or model governance where none existed - acceptable use, approval workflow, model risk, and audit.
- Ability to build a business case, defend a budget, and communicate AI capability and risk credibly to executives who are not technologists.
- Track record building and retaining technical teams, and managing vendors and implementation partners to outcomes.
- Experience launching and operating an AI Center of Excellence or comparable enterprise capability from charter to steady state.
- Experience in construction, mechanical or specialty contracting, manufacturing, distribution, or field services - particularly with estimating, bidding, project controls, or dispatch workflows.
- Experience deploying document intelligence against unstructured project documents such as RFPs, specifications, submittals, and contracts.
- Experience with agentic architectures and orchestration frameworks in a production environment.
- Familiarity with MLOps practice - deployment pipelines, monitoring, model refresh, and cost control on inference spend.
- Experience in a multi-operating-company or acquisitive environment, and comfort operating in a sponsor-backed business.
- Hands-on experience with enterprise data governance tooling for AI and data governance.
- AI Center of Excellence launched and operating, with a published charter, a live intake and prioritization process, and a standing executive reporting cadence.
- AI governance framework approved and in force - acceptable use policy, tool approval workflow, human-in-the-loop standards, and model inventory.
- At least three operational AI use cases in production with measured benefit, beyond individual productivity assistance.
- Assistant deployment scaled materially beyond the pilot population, with the second enterprise AI assistant live and adoption measured by role and function.
- Business AI champions identified and active in each operating company.
- AI team hired to plan, with the AI Architect role established as the technical anchor of the CoE.
- Spend tracking to the approved AI investment plan, with unit-economics visibility on inference and license cost.
- A credible agentic AI pilot scoped and underway for the following fiscal year.
- Ships production outcomes rather than proofs of concept - measured by adoption and business benefit.
- Balances velocity with control; builds governance that enables deployment instead of blocking it.
- Business-first translator - starts from a workflow problem, not from a model.
- Comfortable operating in a fast-growing environment with incomplete inputs and competing priorities.
- Credible with engineers, operators in the field, and the executive team alike.
- Collaborative across IT pillars - data, applications, integration, and cybersecurity.
- Intellectually current without being trend-driven; disciplined about what is production-ready today.
Equal Opportunity Employer, including disability and protected veteran status
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