Dina Sostarec

Dina is the Head of Content at Multimodal, leading blog strategy, SEO, and editorial direction. With a background in philosophy and English literature, she brings both rigor and creativity to her work. Previously with online publishers and agencies, she now focuses on shaping stories that make complex ideas in AI and technology clear and engaging.

Articles by Dina Sostarec

Finance AIFebruary 25, 2026

AI Portfolio Management for Private Equity: A Guide for Operating Partners

How PE firms use AI to monitor portfolio companies, automate LP reporting, and drive value creation. Real workflows, ROI data, and implementation roadmap.

Finance AIFebruary 24, 2026

An Overview: Top Next-Gen Private Equity Automation Practices

See how PE firms use AI to speed deal sourcing, strengthen risk controls, and streamline reporting across the investment lifecycle.

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 AIFebruary 18, 2026

Why Financial Services Need Process, Not Workflow Orchestration

Workflow tools speed tasks; process orchestration unifies people, rules, and systems end-to-end for faster, compliant finance operations.

Finance AIFebruary 17, 2026

AI in M&A Workflows: A Practical Look Using AgentFlow

Practical agentic AI playbooks for target sourcing, due diligence, negotiation, and post-merger integration, built with human oversight.

Enterprise AIFebruary 16, 2026

Review: Financial Reporting Automation in Regulated Industries

Review what works in financial reporting automation for regulated firms: governed workflows, audit trails, exceptions, and safe GenAI.

Finance AIFebruary 12, 2026

Best AI Contract Automation Platforms for Private Equity in 2026

Discover the best AI contract automation platforms for private equity in 2026, with tailored solutions to streamline workflows, improve compliance, and reduce risk.

MultimodalFebruary 12, 2026

Partnering with Filene to Facilitate the Adoption of Agentic AI in Credit Unions

Explore how Multimodal and Filene are partnering to help credit unions unlock the potential of agentic AI through the 2026 FiLab Agentic AI Discovery Test.

MultimodalFebruary 12, 2026

Introducing AgentFlow, Agentic AI Platform for Financial Services

Transform financial operations with AgentFlow's flexible, modular platform. Automate end-to-end workflows from KYC to decisioning with no engineering required.

MultimodalFebruary 11, 2026

Multimodal Jan 2026: MassMutual, NXTUS, Product Updates

January update: MassMutual and NXTSTAGE finalist momentum, AgentFlow playbook expansions, and progress from pilots to production.

Finance AIFebruary 3, 2026

Who Are the Leading Companies Automating Credit Underwriting?

Discover how automation is transforming credit underwriting, with insights on leading platforms and key trends for financial institutions.

Enterprise AIJanuary 29, 2026

Top AI Providers for Credit Scoring and Decisioning

Compare leading AI vendors helping financial institutions improve credit scoring, risk assessment, and decisioning accuracy.

Finance AIJanuary 28, 2026

The Future of Credit Unions: 2026 Predictions from the Frontlines

Explore expert predictions for the future of credit unions in 2026 — from AI adoption to member growth, operational efficiency, and strategic tech investments.

Finance AIJanuary 27, 2026

A Guide to AI-Powered Credit Scoring for Banks

A practical guide to how AI-powered credit scoring for financial institutions works, its benefits, challenges, and why execution matters as much as the model.

Finance AIJanuary 26, 2026

Roundup: Leading Credit Decisioning Solutions for Banks in 2026

Discover the best credit decisioning solutions for banks in 2026 and why AgentFlow stands out with unmatched flexibility and configurability.

Finance AIJanuary 22, 2026

How to Use AI in Credit Risk Management: Expert Weighs In

Discover how AI transforms credit risk management with expert insights on automation, compliance, and improving credit decisions.

Finance AIJanuary 20, 2026

How Does an Automated Credit Decisioning System Work? Step-by-Step Example

Explore how automated credit decisioning systems help U.S. banks and credit unions scale faster and safer lending decisions.

Finance AIJanuary 19, 2026

5 Tech-Forward Credit Union Growth Strategies for 2026

Discover 5 tech-forward credit union growth strategies for 2026, from AI-driven decisions to digital experiences that attract new members.

Finance AIJanuary 14, 2026

A Guide to Decision Intelligence Platforms for Financial Services

Learn how decision intelligence platforms like AgentFlow automate high-stakes workflows across finance with safety, auditability, and control.

Finance AIJanuary 13, 2026

Automate Fraud Detection in Commercial Loan Processing with Agentic AI

Detect fraud across the loan lifecycle with AgentFlow. Automate reviews, flag risk early, and generate audit-ready decisions from start to finish.

Finance AIJanuary 12, 2026

The Hottest Credit Union Growth Trends in 2026

Discover 2026 credit union growth trends, and why agentic AI is now essential for member growth, loan velocity, and survival.

Finance AIJanuary 8, 2026

How to Increase Credit Union Member Engagement With Agentic AI

Discover how credit unions can increase member engagement in 2026 using Agentic AI to personalize, automate, and grow trust at scale.

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.

MultimodalOctober 16, 2025

Introducing Chat: Search and Interact With Internal Data in Real Time

Discover how Chat 2.0 helps finance and insurance teams search internal data, trace sources, and make faster, audit-ready decisions in real time.

Enterprise AIOctober 6, 2025

Agentic Process Automation (APA): A CIO’s Playbook

Discover what Agentic Process Automation (APA) is, how it differs from RPA, and why CIOs in finance and insurance need to adopt it now.

MultimodalSeptember 22, 2025

Introducing Instant: Set Up Agentic Workflows in Minutes

Set up agentic AI workflows in minutes with Instant. Learn how to quickly create, customize, and test workflows, with Instant 2.0 bringing more features soon.

Enterprise AISeptember 22, 2025

Unstructured AI vs. Gemini, Claude, and OpenAI o3: Who Wins at Data Extraction?

See how Unstructured AI beats Gemini, Claude, and GPT-4o in unstructured data extraction with higher accuracy, efficiency, and enterprise readiness.

AllSeptember 15, 2025

Top 9 Moveworks Alternatives

Ditch ticket bots. Discover 9 smarter Moveworks alternatives plus the only AI platform built for real work in finance and insurance.

MultimodalSeptember 15, 2025

AgentFlow vs. ChatGPT, Gemini, and Perplexity: Key Differences

ChatGPT, Gemini, and Perplexity fail audit tests. AgentFlow offers agentic AI with real compliance, logs, and control. See why it’s the only safe choice.

Insurance AISeptember 9, 2025

Why AgentFlow Is the Best Agentic AI Platform for Insurance

Insurers need automation they can trust. Learn why AgentFlow is the leading agentic AI platform for claims, underwriting, and policy workflows.

AllSeptember 8, 2025

Top 9 Kore.ai Alternatives for Process Automation

Explore the best Kore.ai alternatives for 2025. Find platforms that deliver better orchestration, compliance, and ROI for enterprise process automation.

Enterprise AISeptember 5, 2025

Top 7 CrewAI Alternatives: AgentFlow, LangChain, and More

Looking for CrewAI alternatives? Explore 7 top AI platforms, from AgentFlow to LangGraph, and find the right fit for your business or development team.

Finance AISeptember 1, 2025

8 Best AI Automation Tools for Financial Services

Discover the 8 best AI automation tools for financial services—compare features, pricing, and find out why AgentFlow leads for end-to-end workflows.

Enterprise AIAugust 26, 2025

Why 95% of AI Pilots Fail — And How to Succeed Like the 5%

Most enterprise AI pilots fail. Discover the four key failure modes and how AgentFlow and our unique approach help finance and insurance leaders avoid them.

MultimodalAugust 8, 2025

Q2 Highlights: Product Upgrades & Customer Impact

Peek inside the Multimodal, see what we’ve been up to in Q2, and get insights into what you can expect in the near future.

Finance AIAugust 5, 2025

Why AgentFlow Is the Best Agentic AI Platform for Finance

Debating AI platforms? Learn why AgentFlow is the most trusted agentic AI solution in finance and purpose-built for scale, security, and real-world results.

MultimodalAugust 4, 2025

AI Deployment Made Easy: Our Full-Service Partnership Model

Skip costly demos and get real AI agents deployed in finance & insurance with our full-service partnership model.

MultimodalJuly 31, 2025

How We Build Agentic AI for Business Operators

How AgentFlow lets SMEs in finance and insurance build, monitor, and refine AI workflows without relying on engineering teams.

Enterprise AIJuly 30, 2025

Context Engineering: The Secret to High-Performing Agentic AI

Prompt engineering isn't enough. Learn how context engineering powers agentic AI in finance and insurance, and see how it works in practice.

Enterprise AIJuly 30, 2025

Debating Buy vs. Build Agentic AI? AgentFlow Supports Both

Rethink buy vs. build for Agentic AI. AgentFlow offers a secure, configurable buy-to-build model for finance and insurance workflows.

MultimodalJuly 29, 2025

How Our Forward Deployed Engineers Operationalize Agentic AI

Discover how our Forward Deployed Engineers turn agentic AI prototypes into trusted, production-ready systems inside real enterprise workflows

Finance AIJuly 23, 2025

Only 15% of Agentic AI Vendors Serving Finance Know Finance

We analyzed 27 AI vendors targeting finance and found that only 15% had CEOs with finance backgrounds. See why domain expertise matters in agentic automation.

Enterprise AIJuly 9, 2025

The 3 Most Common Mistakes Leaders Make with Agentic AI

What actually goes wrong with agentic AI? Our engineers and growth leads share the 3 biggest pitfalls they’ve seen. Learn what to avoid.

Insurance AIJuly 2, 2025

Agentic AI in Insurance: 9 Top Use Cases

Generative AI can't handle complex workflows. Agentic AI can. Learn how it automates insurance processes end-to-end. See real use cases inside.

Enterprise AIJune 27, 2025

Agentic AI Risks in Regulated Industries

Worried about agentic AI risks? Learn how to manage security, compliance, and bias in high-stakes industries—with real strategies and platform support.

Enterprise AIJune 26, 2025

Agentic vs. AI Orchestration (and Why You Need Both)

AI orchestration can't solve judgment-heavy workflows alone. Agentic AI handles the gaps. Learn how both work, and why finance teams need both.

Enterprise AIJune 25, 2025

23 AI Agent Performance Metrics for Leaders

Most AI metrics miss what matters. These 23 AI agent performance metrics help leaders in finance and insurance measure impact, trust, and ROI, not just accuracy.

Enterprise AIJune 23, 2025

Agentic AI Governance: Tips from a VP of Engineering

AI agents create risk without governance. Learn best practices for AI agent governance in finance and insurance. See how leading teams manage it.

Enterprise AIJune 10, 2025

9 AI Orchestration Platforms

Streamline AI tasks with a powerful AI orchestration platform that supports multi-agent collaboration and smooth system integration.

Enterprise AIJune 3, 2025

A Complete Guide to Enterprise AI Agents

Support your underwriters at every stage with agentic AI. From application intake to policy issuance, it speeds up decisions and flags risks others miss.

Enterprise AIMay 29, 2025

Human-in-the-Loop Automation for Regulated Industries: Guide

Human-in-the-loop automation blends AI with oversight to reduce risk in regulated industries. Avoid errors, stay compliant. Learn to implement HITL in your workflow.

AllMay 22, 2025

What are LLM Agents? Vertical vs. Horizontal Agents

What are LLM agents? They're AI tools that automate complex workflows with less human input. Boost efficiency and reduce errors. See the real-life examples.

Enterprise AIMay 20, 2025

How to Choose an LLM Agent Framework: Vertical vs. Horizontal

LLM agent frameworks aren’t all equal. Choose wrong and your AI agents stall. Learn how to pick the best LLM agent framework for real results.

AllMay 15, 2025

Deploying AI? Invest in Model Risk Management

Deploying AI without model risk management? Expect black-box errors and compliance issues. Discover how to reduce AI risk now.

Enterprise AIMay 14, 2025

17 Useful AI Agent Case Studies

These 17 AI agent case studies show 80% cost cuts, 90% faster support, and 30% higher ROI. Learn how AI Agent systems automate tasks and transform business.

Enterprise AIMay 8, 2025

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

Stuck comparing agentic AI vs. generative AI? This guide breaks it down with real examples. Understand what to use when.

Insurance AIMay 1, 2025

AI in Healthcare Claims Processing: Workflow Overview

Struggling with manual claims processing and high costs? Learn how AI in healthcare claims processing works and see how you can implement it in your business.

Enterprise AIApril 29, 2025

13 Best Enterprise Search Software

Enterprise search software helps teams find internal data fast using AI, NLP, and unified indexing. Compare the 13 best enterprise search tools in 2025.

MultimodalApril 24, 2025

Q1 Recap: New AI Agent, Enterprise Clients & Infra Upgrades

Peek inside Multimodal. See what we’ve been up to in Q1 and what’s next for our AI company in 2025.

MultimodalApril 22, 2025

Now Released: Configure in AgentFlow

Generic AI tools can’t adapt to your data or workflows. Configure capability lets you build Agents that are accurate, compliant, and tailored to your business.

Insurance AIApril 17, 2025

How Automated Insurance Claims Actually Work

Automated insurance claims save time and reduce errors. They fit into your current system—no overhaul needed. See how they boost efficiency.

MultimodalApril 15, 2025

Introducing Conversational AI

Conversational AI gives fast, accurate answers from internal data—no queries needed. See how it transforms knowledge access and improves support.

Enterprise AIApril 10, 2025

AI Knowledge Management: A Guide for Modern Leaders

Replace your traditional knowledge management with an AI knowledge management system that can turn your raw data into action that brings better results.

MultimodalApril 8, 2025

Introducing Database AI

Most teams waste hours searching databases. Database AI makes enterprise search fast, accurate, and usable by everyone. See how it improves data workflows.

Enterprise AIApril 3, 2025

What Is an Information Retrieval System? With Examples

Learn how an information retrieval system works and how its 4 components can help you do more with your data.

Finance AIMarch 24, 2025

Driving Mortgage Lending ROI With Multimodal’s AI

Manual loan processing hurts speed, accuracy, and revenue. Our AI Agents solve that. Learn how top lenders drive real ROI with our AI Agents.

Finance AIMarch 20, 2025

How AI in Loan Servicing Strengthens Compliance

Compliance involves lots of manual tasks that lead to errors. AI in loan servicing helps automate the processes, reduce errors, and save costs. See how it works.

MultimodalMarch 18, 2025

Overview: Multi-Agent Orchestration with AgentFlow

AgentFlow enables multi-agent orchestration for finance and insurance, automating complex workflows with secure, accurate, and end-to-end AI coordination.

Enterprise AIMarch 6, 2025

Agentic AI Systems: Applications, Examples, and Best Practices

Learn how agentic AI systems work, their advantage over single-agent systems, and how they can help you automate workflows end-to-end with complete autonomy.

MultimodalMarch 4, 2025

Now Released: Process Agents in AgentFlow

Process Agents automate enterprise document workflows, eliminating manual processing, improving accuracy, and enabling AI-driven decision-making at scale.

Finance AIFebruary 27, 2025

AI vs. Manual Work: The Cost of Doing Nothing in Mortgage Ops

Learn how AI is improving mortgage operations by reducing costs, improving efficiency, and boosting accuracy. Stay ahead or risk falling behind.

Enterprise AIFebruary 24, 2025

Horizontal vs. Vertical AI Agents: The Right Option for Your Organization

Experts predict that vertical AI Agents will be bigger than SaaS. Learn why and how this applies to you in this horizontal vs. vertical AI Agents guide.

MultimodalFebruary 17, 2025

Introducing Document AI

Document AI automates document processing for finance and insurance, reduces manual work, improves accuracy, and streamlines workflows with AI-driven insights.

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