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SAIGroup logoSAIGroup

SME - Commercial Mortgage

Bengaluru, Karnataka, India · On-site

Senior+

Key Deliverables The engagement should produce concrete, reusable assets, including: Commercial Lending Lifecycle Blueprint — an end-to-end map of origination, fulfillment, closing, servicing, and portfolio workflows wit…

Skills: Commercial Lending, Loan Origination, Credit Analysis, Underwriting, CRE Lending

SAIGroup logoSAIGroup

Devops Engineer

Bengaluru, Karnataka, India · On-site

Mid level

Key Responsibilities • Design, deploy, and manage cloud infrastructure on AWS, ensuring scalability, security, and cost efficiency. • Containerize applications using Docker and orchestrate workloads at scale with Kuberne…

Skills: Aws, Docker, Kubernetes, Terraform, Ci/cd

SAIGroup logo

SME - Commercial Mortgage

SAIGroup

Bengaluru, Karnataka, India • On-site

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Senior+

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  • Contract
  • Posted 2d ago
  • ~40 hrs/week

Responsibilities

Develop comprehensive commercial lending blueprints, workflow maps, and data requirement matrices to guide AI product development. Provide subject matter expertise to ensure the credibility and accuracy of commercial lending workflows and outputs.

Requirements

Requires over 10 years of hands-on commercial lending experience with deep expertise in CRE and C&I loan origination and fulfillment. Must be able to map complex workflows and possess a strong understanding of credit policy and risk management.

Full job description

Key Deliverables 

The engagement should produce concrete, reusable assets, including: 

  • Commercial Lending Lifecycle Blueprint — an end-to-end map of origination, fulfillment, closing, servicing, and portfolio workflows with personas, systems, handoffs, data dependencies, and breakdown points. 
  • Origination & Fulfillment Workflow Pack — detailed maps for intake, qualification, document collection, spreading, underwriting support, credit-memo preparation, approval, conditions, closing, funding, and boarding. 
  • Persona & Jobs-to-Be-Done Map — responsibilities, pain points, artifacts, decisions, handoffs, systems, and success metrics for each persona. 
  • Document & Data Requirement Matrix — required documents, data fields, source systems, and evidence standards by deal type and workflow stage. 
  • Credit Package / CAM Reference Model — a recommended structure for credit-package outputs: borrower overview, sponsor / guarantor analysis, collateral, financial analysis, risk-rating support, exceptions, conditions, covenants, approvals, and evidence links. 
  • Policy, Exception & Approval Logic Guide — how lender policy, authority matrices, exceptions, overrides, and approvals should be represented in workflows and AI outputs. 
  • Conditions & Covenants Playbook — how conditions and covenants are generated, assigned, tracked, escalated, cleared, monitored, and surfaced across origination, closing, servicing, and portfolio. 
  • Golden Deal Library & Validation Rubric — representative scenarios and expected outputs for evaluating AI performance, SME review, regression testing, and release readiness. 
  • Servicing & Portfolio Opportunity Map — a prioritized view of post-close workflows where JazzX can create value (payments, rate resets, UCC continuations, modifications, payoffs, covenant testing, annual reviews, watchlist, early warning). Delivered if within the consultant’s expertise. 
  • Product Readiness Review — an assessment of whether JazzX’s commercial lending workflows, demos, requirements, and outputs are credible, accurate, and ready for customer-facing use. 

Qualifications 

Required Experience 

  • 10+ years of hands-on commercial lending experience at a bank, commercial lender, credit union, specialty finance company, consulting firm, or lender-facing technology company. 
  • Deep command of commercial loan origination and fulfillment: borrower intake, deal qualification, financial spreading, credit analysis, underwriting support, credit-memo preparation, approvals, conditions, closing, funding, and boarding. 
  • Strong familiarity with CRE and / or C&I lending (ideally both). 
  • Practical understanding of credit policy, approval authorities, risk ratings, covenants, exceptions, documentation standards, and audit / loan-review expectations. 
  • Able to map workflows across relationship managers, analysts, underwriters, credit officers, closers, loan operations, servicing, portfolio management, risk, compliance, and internal audit. 
  • Experience with commercial lending systems — LOS / CRM, document repositories, core banking or servicing systems, spreading tools, and reporting workflows. 
  • Excellent written and verbal communication; able to turn domain expertise into crisp documentation, examples, product guidance, and cross-functional training. 
  • Sound judgment about what AI can safely prepare or recommend versus what must remain human-owned. 
  • Comfortable working with product, engineering, UX, data, and GTM teams in a fast-moving product environment. 

Strongly Preferred 

  • Experience across both CRE and C&I lending. 
  • Commercial loan servicing experience — payment administration, rate resets, modifications, renewals, payoffs, UCC continuations, borrower requests, and servicing controls. 
  • Portfolio management experience — covenant monitoring, annual reviews, risk-rating changes, watchlist management, early-warning indicators, borrower reporting, collateral monitoring, and exam / audit readiness. 
  • Background in credit administration, loan review, internal audit, or regulatory exam preparation. 
  • Prior involvement in commercial lending transformation, LOS implementation, workflow redesign, AI / automation, credit-policy modernization, or operating-model redesign. 
  • Experience supporting technology vendors, fintechs, consulting firms, or implementation teams serving commercial lenders. 
  • Comfortable participating in customer discovery and lighthouse scoping with senior credit, risk, operations, and technology stakeholders. 

Related keywords

Commercial MortgageLoan Origination SystemLOSCRMCREC&ICredit MemoCovenantsUCC ContinuationsFinancial SpreadingRisk RatingPortfolio ManagementCredit AdministrationFintechAI AutomationWorkflow Redesign

About SAIGroup

LinkedInVisit site

Leading AI software growth investment firm and the parent company of ConcertAI, SymphonyAI, and RhythmX AI.

Industry
Venture Capital and Private Equity Principals
Company size
11-50 employees
Founded
2017
Headquarters
Palo Alto, California
LinkedIn followers
11,413

SAIGroup is a private investment company focused on acquiring and growing enterprise AI companies. The SAIGroup portfolio includes SymphonyAI, ConcertAI, and RhythmX AI.

Offices: 3300 Hillview Ave, Palo Alto, California 94304, US

AIInvestmententerprise softwarehealthcareAIindustrialAIretailAIAI in financeSaaSprecision healthcaremedia AI
View all jobs at SAIGroup

About SAIGroup

LinkedInVisit site

Leading AI software growth investment firm and the parent company of ConcertAI, SymphonyAI, and RhythmX AI.

Industry
Venture Capital and Private Equity Principals
Company size
11-50 employees
Founded
2017
Headquarters
Palo Alto, California
LinkedIn followers
11,413

SAIGroup is a private investment company focused on acquiring and growing enterprise AI companies. The SAIGroup portfolio includes SymphonyAI, ConcertAI, and RhythmX AI.

Offices: 3300 Hillview Ave, Palo Alto, California 94304, US

AIInvestmententerprise softwarehealthcareAIindustrialAIretailAIAI in financeSaaSprecision healthcaremedia AI
View all jobs at SAIGroup

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