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AI governance, compliance & risk
Sarah Lloyd Favaro
Founder and Principal, Responsible AI and AI Governance Advisory
Learn Bold
Enterprise AI governanceISO/IEC 42001AI risk and assuranceVendor AI risk
Sarah Lloyd Favaro leads responsible-AI and governance advisory at Learn Bold. Her professional biography describes establishing HCLTech’s AI governance function and ethics committee, directing its ISO/IEC 42001 implementation, and advising on enterprise oversight, vendor risk and responsible AI adoption.
Evidence and verification note
Her official founder profile describes her AIGP credential, enterprise AI governance responsibilities and ISO/IEC 42001 implementation.
Official profile reviewed 7 November 2026. Governance generalist: real-estate specialization is not established. Professional claims are sourced from her own biography; consent and availability are not confirmed.
Responsible AI governanceAI assuranceGovernance implementationAI transformation
Sofia Ihsan leads AI Consulting at Forvis Mazars, advising organizations on responsible AI adoption. Her background includes more than 25 years in IT consulting and assurance, cybersecurity, due diligence and financial-reporting controls. She designs and implements governance frameworks and has led cross-sector AI transformation.
Evidence and verification note
Her official employer profile describes responsible-AI framework design, global governance rollout and CISA and AIGP credentials.
Official profile reviewed 7 November 2026. Governance generalist: real-estate specialization is not established. Public-source recommendation only; listing consent, affiliation and availability are not confirmed.
Avi Hacker founded The AI Consulting Network to help commercial-real-estate teams implement and test practical AI workflows. His firm describes work across underwriting, investor reporting, deal screening and due diligence, with hands-on implementation and team training. His background includes PwC risk assurance and CRE due diligence.
Evidence and verification note
The official commercial-real-estate service page identifies Avi and describes workflows, implementation and training for property teams.
Official service page reviewed 7 November 2026. Property-focused practitioner; service claims are self-published. Free Knaan introduction requests do not include independent consulting engagements. Consent and availability are not confirmed.
AI for AECReal-estate developmentAI adoptionArchitecture and property technology
David Gull advises architecture, engineering, construction and real-estate development businesses on AI adoption. His professional biography describes experience as a licensed architect, senior designer at Skidmore, Owings & Merrill, head of operations at Floored and founder of Outer Realm. His advisory focuses on applying AI across built-environment workflows.
Evidence and verification note
His official professional site describes AI advisory for AEC and real-estate development and documents architecture and property-technology roles.
Official profile reviewed 7 November 2026. Property-focused advisor; credentials and service claims are self-published, not independently certified here. Consent and availability are not confirmed.
Real-estate AI strategyWorkflow architectureOperating-model designProperty-company transformation
Tom Ogrodzki describes advisory for developers, asset managers and property companies adopting AI. His work focuses on operating models, workflow architecture, decision structures and team roles rather than tool selection alone, supporting how analysts, brokers and valuers organize their work around AI.
Evidence and verification note
His official advisory page explicitly describes work with real-estate firms and operating-model and workflow redesign.
Official advisory page reviewed 7 November 2026. Property-focused advisor; claimed outcomes are self-published and not guaranteed. Public-source recommendation only; consent and availability are not confirmed.
