Ishita Jaiswal

Ishita is the Head of Growth at Multimodal. She has an extensive background in Finance, Technology, and Entrepreneurship. She has previously held leadership/founding roles at fintech startups in NYC and Shanghai, and is passionate about delivering real value and growth for enterprises.

Articles by Ishita Jaiswal

Finance AIOctober 5, 2026

11 Best Loan Origination Software for Credit Unions & Banks [2026]

Compare the 11 best loan origination software platforms for credit unions and banks. See CU fit, core integrations, and how agentic AI speeds loan decisions.

Finance AIOctober 1, 2026

The AI Maturity Model for Credit Unions: Five Stages of Workforce Readiness

An AI maturity model built around people: five stages of workforce readiness for credit unions, and what leaders, staff, and roles need at each.

MultimodalSeptember 30, 2026

The 2027 Credit Union Technology Budget Checklist

Budget season opens in September. The line items that belong in a credit union technology budget for 2027, where each books, and what to cut to fund them.

Enterprise AISeptember 25, 2026

AI Point Solutions vs Platform: A Vendor Consolidation Guide for Credit Unions

Every AI point solution is another vendor to diligence and monitor. How credit unions compare AI point solutions vs. platform options, and when to consolidate.

Finance AISeptember 23, 2026

Aging Boards and the AI Modernization Gap: Why Board Succession Planning Is the Lever

Credit union boards approve every AI dollar, and most have no named AI oversight skill. The NCUA succession rule now gives boards a document to fix that. Here is how.

Finance AISeptember 21, 2026

AI Use Case Scoping and Pricing for Your 2027 Budget

AI budget planning for credit unions: cut a long AI idea list to three or four use cases, price each from your own volume, and build the board ask.

Finance AISeptember 18, 2026

Shadow AI at Credit Unions: A Policy Playbook for Staff and AI Agents

Shadow AI is staff using AI tools and agents that IT never approved. Get the policy template, agent approval record, and 90-day plan built for credit unions.

Finance AISeptember 14, 2026

The Examiner-Ready AI Agent: How AI Builds the Audit Trail While It Works

An examiner-ready AI agent logs the source, confidence, reviewer, and policy version behind every field, so your NCUA examination evidence already exists.

Finance AISeptember 11, 2026

HMDA Reporting Software for Banks and Credit Unions

HMDA reporting software for banks and credit unions: capture LAR data at the source, check every field against the loan file, and clear FFIEC edits by March 1.

MultimodalSeptember 9, 2026

What the CUSO Investment Cap Debate Means for Your 2027 AI Budget

The 1% CUSO investment cap applies across every position a credit union holds. Here is how it constrains AI spending and what NACUSO is doing to change it.

Finance AISeptember 1, 2026

Indirect Auto Lending Stipulations: Why Approved Loans Stall Before Funding

Approvals take seconds, and stips take days. See what indirect auto lending stipulations are, why packets fail, and how credit unions clear them faster.

Enterprise AIAugust 27, 2026

The CUSO Model Is Slowing Credit Union AI Adoption

The CUSO model gave credit unions scale for 40 years. See where the 1% cap, shared roadmaps, and vendor structure now slow AI adoption, and what to do.

Finance AIAugust 21, 2026

Member Onboarding and Account Opening Automation for CUs

Credit unions cut account opening to minutes, and abandonment did not move. The new-member journey is worth automating, from intake to core record creation.

Finance AIAugust 21, 2026

Skip-a-Pay Automation for Credit Unions: How the Workflow Actually Works

How credit unions are automating skip-a-pay: eligibility logic, volume spikes, exception handling, and the audit trail examiners expect.

Enterprise AIAugust 20, 2026

How to Monitor AI Answer Accuracy in Banks and Credit Unions

An operating manual for measuring AI accuracy: sample sizes, golden-set testing, drift thresholds, retention rules, and the review cadence examiners expect.

Finance AIAugust 19, 2026

AI Loan Origination for Credit Unions: The 6 Best Platforms in 2026

Compare the 6 best AI loan origination platforms for credit unions in 2026, which layer each one occupies, and what NCUA examiners expect from AI lending.

Finance AIAugust 18, 2026

AI for Credit Union Mergers: Reviewing the Acquired Loan Files and Comparing Two Loan Policies

When two credit unions merge, the merging CU's policies end, and its loan files live on. How to review the acquired book and compare two loan policies.

Finance AIAugust 17, 2026

AI for Compliance in Banking: 8 Best Tools for Banks and Credit Unions [2026]

Compare the 8 best AI tools for regulatory compliance in banking, from AgentFlow to Hyperproof: auditability, human oversight, deployment, and pricing.

MultimodalAugust 14, 2026

How AgentFlow Integrates with Jack Henry, Fiserv, and Symitar Core Banking Systems

How AgentFlow works alongside Jack Henry, Symitar, and Fiserv core banking systems to automate document processing and lending workflows. No core replacement.

Enterprise AIAugust 13, 2026

Best AI Document Processing Platforms for Credit Unions [2026]

A practical comparison of AI document processing platforms for credit unions, covering extraction accuracy, core system integration, and compliance fit.

AllAugust 13, 2026

Using Confidence Scoring to Get Consistent AI Outputs in Regulated Workflows

The same AI can give different outputs on different days. Learn how confidence scoring turns that into consistent, examiner-ready credit union workflows.

TechnicalAugust 12, 2026

Do You Need Clean Data for AI?

Waiting for perfect data stalls credit union AI projects. See when clean data matters, when it does not, and how document AI handles messy inputs today.

Enterprise AIAugust 12, 2026

13 Types of AI Agents and Agentic AI (with Examples)

Explore the 13 types of AI agents and agentic AI, from simple reflex to multi-agent systems, with real examples and how credit unions put them to work.

Finance AIAugust 11, 2026

Automating HELOC Origination at Credit Unions

HELOC demand is back and fintechs fund in days. The six HELOC-specific steps credit unions can automate, from CLTV and title search to draw-period servicing.

Finance AIAugust 11, 2026

What Community Banks Can Learn from Credit Union AI Adoption

Credit unions deployed generative AI ahead of banks, 59% vs 49%. See the five lessons community banks can borrow, the regulatory reality, and where to start.

Finance AIAugust 5, 2026

We Are Not Amazon: AI Without Layoffs at Credit Unions

Credit unions can adopt AI without cutting staff. Get a five-move redeployment playbook, real adoption data, and change management lessons from CU leaders.

Finance AIAugust 4, 2026

Where Do We Even Start? The First Workflow a Credit Union Should Automate

Most credit union AI pilots stall before impact. Use this five-filter test to pick your first AI workflow, with data and lessons from credit union leaders.

Finance AIJuly 30, 2026

Clearing Loan Stipulations with AI: How Credit Unions Fund Indirect Auto Loans Faster

Loan stipulations are the conditions lenders verify before funding. See why manual stip review slows indirect auto lending and how AI clears stips in minutes.

Finance AIJuly 28, 2026

How Credit Unions Should Price AI: Fixed vs Usage vs Per-File

Compare fixed, usage-based, and per-file AI pricing models for credit unions, where each one breaks down, and the 7 questions that make any vendor show the math.

Finance AIJuly 23, 2026

AI Vendor Due-Diligence Questionnaire for Credit Unions (Free Downloadable Question List Inside)

Download the complete AI vendor due-diligence questionnaire for credit unions: 40 questions mapped to NCUA guidance across data, security, and model governance.

Finance AIJuly 22, 2026

Credit Union Fraud Detection in 2026: 8 Ways Agentic AI Prevents Fraud

Credit union fraud detection in 2026 pairs real-time monitoring with agentic AI to verify documents and triage alerts. See 8 workflows and current data.

News & TrendsJuly 21, 2026

NCUA AI Guidance 2026: What Examiners Will Actually Ask

AI is absent from NCUA's 2026 supervisory priorities, yet examiners still ask. See the frameworks they benchmark against and what to have ready for your exam.

Finance AIJuly 17, 2026

AI Agents in Finance: 17 Real-World Use Cases

AI agents in finance automate onboarding, credit risk, fraud detection, compliance, and PE due diligence. Explore 17 real use cases with verified results.

Enterprise AIJuly 16, 2026

19 AI Agents Use Cases in Business

Explore 19 AI agent use cases in business for 2026, from lending and fraud detection to supply chain management, with verified results and adoption data.

Enterprise AIJuly 15, 2026

Why Most Credit Union AI Pilots Fail, and How the Top 5% Reach Production

59% of credit unions have deployed AI, but only 8% scale it. See the 5 reasons pilots stall at POC and what the top 5% do to reach production.

Enterprise AIJuly 14, 2026

Stop Calling It IDP: Why 'Intelligent Document Processing' Is the Wrong Frame for Agentic AI in 2026

Banks that frame loan document automation as an IDP problem end up solving the wrong thing. Learn what agentic frame changes and why it determines what you buy, measure, and what you miss.

TechnicalJuly 6, 2026

Chatbots vs Agentic AI: Rethinking Credit Union Member Service

AI agents in banking finish the work that chatbots only describe. See where credit union member service breaks and how agentic AI fixes the back office.

Enterprise AIJuly 6, 2026

Best Multi-Agent AI Frameworks in 2026 (Compared)

Compare the best multi-agent AI frameworks in 2026, including LangGraph, CrewAI, Microsoft Agent Framework, and AgentFlow for regulated financial services.

Finance AIJuly 3, 2026

AI in Mortgage Lending: How It Works in 2026

How AI in mortgage lending works in 2026: document processing, underwriting, and compliance, with verified results from FORUM Credit Union and Direct Mortgage.

Finance AIJuly 2, 2026

9 Best KYC Automation Tools for Financial Services in 2026

Compare the 9 best KYC automation tools for financial institutions in 2026: identity verification, compliance, pricing, and what to check before buying.

Enterprise AIJuly 2, 2026

AI Agents vs. RAG vs. Agentic AI, Explained for the C-Suite

AI agents vs. RAG vs. agentic AI, explained for executives: what each one does, how they differ, and how credit unions use them together to process loans.

MultimodalJuly 1, 2026

Multimodal Q2 2026: Three New Reports, AgentFlow Updates, and More

Multimodal's June 2026 update: three new credit union reports, two CUInsight features, AgentFlow's latest ships, advisory boards, and the Filene trial.

AllJuly 1, 2026

Agentic AI vs. RPA: What’s the Difference?

Agentic AI reasons and adapts; RPA follows fixed rules. See the key differences, a comparison table, and when credit unions should use each in 2026.

MultimodalJune 30, 2026

Zest Decides, AgentFlow Processes: The AI Lending Workflow Post-Decision

Zest AI and Scienaptic make the credit decision. See who owns the AI lending workflow post-decision, where funding stalls, and how to close the document gap.

Enterprise AIJune 30, 2026

What Are Agentic AI Frameworks? A 2026 Guide (With Examples)

Learn what an agentic framework is, how agentic AI frameworks work, and which 2026 options fit banks and credit unions running real production workflows.

Finance AIJune 30, 2026

AI Loan Approval: How It Works and Tools to Use

Learn how AI loan approval works, where it fails, and how to design compliant, auditable systems lenders can trust in production.

Enterprise AIJune 26, 2026

Agentic AI Examples: 7 Real Credit Union Workflows

Seven real agentic AI examples in credit union workflows: loan files, funding packets, KYC, and underwriting, with named outcomes and 2026 results inside.

Finance AIJune 22, 2026

We Already Have Copilot: Why That Fails in Credit Union Lending

Credit unions running Copilot still fund loans by hand. See why agentic AI in banking, not a copilot, completes the loan file in CU lending.

Enterprise AIJune 19, 2026

7 Ways Credit Unions Automate Loan Processing With AI

See 7 ways credit unions use AI for loan origination automation, from document extraction to underwriting, plus how FORUM CU processes 70% more loans.

Enterprise AIJune 19, 2026

Agentic AI vs LLM: When Is ChatGPT Enough? A Decision Framework for Banks and Credit Unions

Agentic AI vs LLM in banking explained. Know which workflows belong to generative AI and which require agentic AI workflows.

Enterprise AIJune 18, 2026

Best Agentic AI Platforms in 2026: 15 Tools Compared

Compare the best agentic AI platforms in 2026 by use case, deployment, pricing, & standout features, plus the top picks for financial services and credit unions.

Enterprise AIJune 12, 2026

Best AI Tools for Private Equity in 2026: A Buyer's Guide for Operating Partners

A buyer's guide to AI tools for private equity operating partners in 2026, covering deal sourcing, portfolio monitoring, and where each tool actually fits.

Enterprise AIJune 9, 2026

What Claude Got Right About AI and Where AI Credit Decisioning Still Needs a Different System

Claude Fable 5 is the most capable Claude model ever released. It is still the wrong tool for credit decisioning. Here is why.

Enterprise AIMay 19, 2026

What Hardware Is Needed for AI? (2026 Guide)

A guide to AI hardware requirements covering GPUs, TPUs, CPUs, memory, & storage for training and inference, with an on-prem checklist for regulated industries.

Enterprise AIMay 18, 2026

Top Enterprise AI Companies in 2026 | Multimodal

2026 buyer's guide to top enterprise AI companies, with an ICP table for banks, credit unions, PE, and insurers.

MultimodalMay 15, 2026

Multimodal May 2026: New Website, Singapore, NACUSO Reimagine, and the Latest AgentFlow Ships

New ICP-focused website; Milipol TechX in Singapore through Hatch's Dimension X; NACUSO Reimagine with Filene; EDGE26; and the latest AgentFlow ships.

Enterprise AIApril 21, 2026

How Community Banks Are Using AI Agents to Compete With Megabanks (Without a Megabank Tech Budget)

AI agents in banking are closing the gap between community banks and megabanks. See the 5 workflows community banks are shipping faster than JPMorgan and BofA.

Finance AIApril 20, 2026

Automated Underwriting in 2026: How Top Lenders Are Cutting Approval Times by 80%

Automated underwriting cuts approval times up to 80%. See how top lenders use AI to automate document review, income verification, and credit decisions.

Finance AIApril 17, 2026

AI for SBA Loan Processing: How Lenders Are Automating 7(a) and 504 Workflows

See how AI agents automate SBA 7(a) and 504 loan processing, cutting 150-page package reviews from 12 hours to under 30 minutes with far fewer errors.

Finance AIApril 16, 2026

How CFOs Are Measuring ROI on Agentic AI in Financial Services

CFOs need more than cost savings to measure AI ROI. Learn the four-pillar framework for calculating hard ROI, soft ROI, and strategic value from agentic AI in financial services.

Finance AIApril 15, 2026

Explainable AI in Lending: What Regulators Expect in 2026

Financial institutions using AI in lending face rising regulatory scrutiny. Learn what the CFPB, OCC, and FDIC require for explainable AI, fair lending compliance, and model risk management in 2026.

Enterprise AIApril 14, 2026

Agentic AI vs Generative AI: What Financial Institutions Need to Know

Agentic AI executes workflows. Generative AI creates content. Learn what financial institutions need, with use cases, a comparison table, and vendor evaluation questions.

Finance AIMarch 31, 2026

Explainable AI in Finance: The Business Leader's Guide to AI Transparency

Explainable AI in finance is now a regulatory and business imperative for banks, credit unions, and PE firms.

Finance AIMarch 27, 2026

Only 1 in 5 Credit Unions Keep Pace With Banks in AI Adoption

Fewer than 20% of credit unions have enterprise-ready AI due to governance and readiness gaps. Here's what the data shows and what's changing.

Finance AIMarch 25, 2026

Adoption Fever: 1 in 3 PE Firms Already Use AI, Others Actively Exploring

1 in 3 PE firms are integrating AI into core processes. See where adoption stands, what it means for portfolio value creation, and how firms are scaling.

Finance AIMarch 24, 2026

From Orphan Pilots to Real ROI: How PE Firms Are Making AI Work

95% of AI pilots in private equity fail. Learn why orphan pilots stall PE firms and how to drive real ROI from AI agents across fund operations.

Finance AIMarch 20, 2026

Multimodal Feb 2026: Lending Webinar, Filene FiLab, Biggest AgentFlow Release Yet

February 2026 update: agentic AI lending webinar with CU operators, Filene FiLab progress, and the biggest AgentFlow release yet. See what we shipped.

Finance AIMarch 18, 2026

69% of Banks and CUs Prefer Buying Over Building AI

69% of banks and credit unions prefer buying AI over building it. Learn why AI adoption is shifting in financial services and what it means.

Finance AIMarch 17, 2026

The Lending AI Playbook: Real Lessons From Mortgage and Credit Union Leaders

Lessons from mortgage and credit union leaders on deploying AI in lending, from document triage to governance and faster loan decisions.

Finance AIMarch 13, 2026

60% of GPs See Revenue Boost from AI at Portfolio Companies

A Pictet survey of 22 PE funds found 60% of GPs see revenue gains from AI at portfolio companies. Here's what drives results, and what the other 40% are missing.

Enterprise AIMarch 11, 2026

Agentic AI in Private Equity: Our 2026 Report Highlights

See the top findings from our 2026 report on agentic AI in private equity, from due diligence to portfolio monitoring.

Enterprise AIFebruary 19, 2026

31 Top Agentic AI Vendors in 2026 + 3 Free Options

Explore 31 top agentic AI vendors + 5 free tools shaping enterprise automation in 2026. Compare capabilities, then book a demo to go deeper.

Enterprise AIJanuary 6, 2026

Enterprise AI in 2026: Top 9 Alternatives to Beam.ai

Top 9 alternatives to Beam.ai for enterprise AI workflows. Compare tools and see why AgentFlow is best for finance and insurance automation.

MultimodalJanuary 6, 2026

De-Risking Agentic AI: Our Security, Trust & Governance Systems

De-risk agentic AI in regulated environments with governance-first design, bounded autonomy, auditability, and built-in human oversight.

MultimodalDecember 31, 2025

December 2025 Company Update – From Pilots to Production

December 2025 update: NYSE podcast, new Playbooks, Nextus accelerator, platform upgrades, and customer growth across finance and insurance.

MultimodalDecember 30, 2025

2025 Was a Turning Point for AI in Financial Services: Predictions vs. Reality

2025 proved AI in finance isn't about full autonomy, it’s about trust, control, and workflow adoption. Here's what really happened vs. what was predicted.

Enterprise AIDecember 24, 2025

Top 11 Relevance AI Alternatives in 2026: Best Agent Platforms for Finance, Ops, and Automation

Top 11 Relevance AI alternatives ranked by use case. Compare agent platforms for finance, sales, RPA, and more, plus why AgentFlow leads in regulated AI.

Enterprise AIDecember 24, 2025

Top 11 UiPath Alternatives in 2026: AI‑Driven & Enterprise‑Ready Automation Platforms

Compare the top UiPath alternatives for 2026, from enterprise RPA to AI automation to workflow tools, built for scale, security, and real results.

Finance AIDecember 24, 2025

Conversational AI for Banking: How 2026 Systems Think, Act, and Comply

Conversational AI in banking is evolving. Discover use cases, architecture, and safety practices for 2026-ready, compliant AI systems.

Finance AIDecember 22, 2025

Exploring the Top 8 AI Trends in Fintech in 2026

Discover the top AI trends in fintech for 2026, from risk management to fraud prevention, and how AI adoption is transforming financial services.

Enterprise AIDecember 19, 2025

8 Key Features of Modern Credit Underwriting Software

Discover 8 essential features every modern credit underwriting platform needs, from explainability to AI-driven workflows and regulatory compliance.

Enterprise AIDecember 19, 2025

How to Vet Agentic AI Vendors for Regulated Industries: A Practical Checklist

Learn how to evaluate agentic AI vendors for regulated industries, focusing on compliance, security, integration, and real-world results.

MultimodalDecember 18, 2025

Meet Progress Tracker: Gain Full Visibility Into Your AI Workflows

Track every step of your AI workflows with Progress Tracker. Get real-time visibility into agent actions, decisions, and data flow in AgentFlow.

Finance AIDecember 18, 2025

How to Use Agentic AI in Finance (2026)

Discover how agentic AI in finance is transforming financial services with real-world use cases, deployment tips, and practical insights.

Insurance AIDecember 16, 2025

Best 9 AI Tools for Insurance Companies in 2026

Discover the best AI tools for insurance in 2026. Compare top solutions by use case and see why AgentFlow powers full insurance workflow automation.

Insurance AIDecember 15, 2025

Conversational AI in Insurance: 2026 Guide to Automation, CX, and Claims Efficiency

Discover how conversational AI is transforming insurance in 2026, from claims automation to CX, powered by secure, agentic platforms like AgentFlow.

MultimodalDecember 9, 2025

Multimodal Nov 2025: Playbooks, Progress Tracking, and More

Playbooks, Progress Tracker, ITC highlights, and more, see what Multimodal shipped and learned in November across finance and insurance AI.

MultimodalDecember 9, 2025

Agentic AI Playbooks: Pre-Built Workflows for Banks, Credit Unions, and PE Firms

Agentic AI Playbooks are pre-built, governance-driven workflows for banks, credit unions, and PE firms. Test, customize, and deploy in hours.

Enterprise AIDecember 9, 2025

10 AI Agent Statistics for 2026: Adoption, Success Rates, & More

These stats show agentic AI delivering real value and transforming workflows in 2026. Its rapid rise signals a new foundation for enterprise automation.

Finance AIDecember 8, 2025

State of Agentic AI in Credit Unions: Insights for 2026

Agentic AI is shifting from pilots to core operations in credit unions. See trends, ROI, workflows, and vendor insights in the State of Agentic AI Report.

MultimodalDecember 5, 2025

AWS and Multimodal Unite to Advance Agentic AI

Multimodal and AWS join forces to provide enterprises with secure, scalable infrastructure for deploying and managing production-grade Agentic AI.

Finance AIDecember 5, 2025

9 Agentic AI in Finance Statistics: Must-Know Data in 2026

See how agentic AI is transforming finance in 2026. Explore 9 data-backed stats on adoption, ROI, onboarding, support, and what’s holding institutions back in 20

MultimodalDecember 2, 2025

Multimodal and Tribeca Softech Partner to Operationalize Agentic AI for the Enterprise

Multimodal and Tribeca Softech partner to deploy agentic AI in finance, bridging innovation with enterprise-grade execution and compliance.

Finance AIDecember 1, 2025

Boosting Deal Sourcing With AI in Private Equity: Best Practices

Private equity deal sourcing is falling behind. AI helps scale faster, target better, and reduce risk. See how it works in practice.

Finance AIDecember 1, 2025

5 AI Compliance Workflows Banks Can Set Up with AgentFlow

Compliance teams are drowning in manual reviews and missed alerts. Automate the hardest parts of compliance. Discover five workflows that work.

Insurance AINovember 12, 2025

9 Best Insurance Claims Processing Software for 2026

Insurance claims software is too manual, slow, and hard to scale. These 9 tools automate the entire process and cut costs. See which one fits your team.

MultimodalNovember 3, 2025

NayaOne and Multimodal to Accelerate Validation of AI in Financial Services

NayaOne and Multimodal partner to help banks validate AI faster with secure, real-world testing of multi-agent workflows in secure, controlled sandboxes.

Insurance AIOctober 29, 2025

Our Top 3 Agentic Insurance Workflows to Build First

Build agentic insurance workflows with Instant and automate underwriting, claims, and support without code or engineering dependencies.

MultimodalOctober 20, 2025

Multimodal Sep 2025: Chat Upgrade and New Markets

Peek inside our busy September and see what we’ve been up to, what our successes looked like, and what you can expect from us in the near future.

Finance AIOctober 17, 2025

Our Top 3 Agentic Finance Workflows to Build First

Looking to test agentic AI workflows in finance? Here are three we suggest you build first. AgentFlow's workflow builder lets you stress-test them in minutes.

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