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Reject All Accept All Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. # Machine Mind blog "Machine Mind" is our guide to AI for fraud fighters and risk detectives. Check out our posts below to learn how LLMs, AI Agents, and Inscribe are changing the fraud fighting landscape! Industry Thoughts #### 1 in 16 documents flagged as fraudulent: Inside our 2026 report [Read Now](https://www.inscribe.ai/blog/1-in-16-documents-flagged-as-fraudulent-inside-our-2026-report) \\ \\ Product\\ \\ **Inscribe and Taktile partner to embed document fraud detection into decision workflows**](https://www.inscribe.ai/blog/inscribe-and-taktile-partner-to-embed-document-fraud-detection-into-decision-workflows) \\ \\ Product\\ \\ **Why high-risk applicants slip through and how custom transaction insights can stop them**](https://www.inscribe.ai/blog/how-to-use-configurable-transaction-and-balance-insights-to-detect-high-risk-applicants) \\ \\ Industry Thoughts\\ \\ **2026 fraud trends: AI volume, synthetic IDs, post-origination shifts**](https://www.inscribe.ai/blog/2026-fraud-trends-ai-agentic-synthetic-identity) \\ \\ Product\\ \\ **Two sides of the truth: Inside and outside the document**](https://www.inscribe.ai/blog/two-sides-of-the-truth-inside-and-outside-the-document) \\ \\ Industry Thoughts\\ \\ **Top 5 types of document fraud in 2025**](https://www.inscribe.ai/blog/top-5-types-of-document-fraud-in-2025) \\ \\ Industry Thoughts\\ \\ **From forgeries to deepfakes: Document fraud in the age of generative AI**](https://www.inscribe.ai/blog/from-forgeries-to-deepfakes-document-fraud-in-the-age-of-generative-ai) \\ \\ Product\\ \\ **The next wave of AI-generated document fraud**](https://www.inscribe.ai/blog/the-next-wave-of-ai-generated-document-fraud) \\ \\ Product\\ \\ **LLMs are powering the next leap in parsing**](https://www.inscribe.ai/blog/llms-are-powering-the-next-leap-in-parsing) \\ \\ Industry Thoughts\\ \\ **Love Con Revenge: What fraud leaders can learn from Netflix’s romance scam docuseries**](https://www.inscribe.ai/blog/love-con-revenge-what-fraud-leaders-can-learn-from-netflixs-romance-scam-docuseries) \\ \\ Product\\ \\ **How to reduce customer drop-off with automated document collection**](https://www.inscribe.ai/blog/how-to-reduce-customer-drop-off-with-automated-document-collection) \\ \\ Industry Thoughts\\ \\ **Fintech 2030: Envisioning an AI workforce for risk teams**](https://www.inscribe.ai/blog/fintech-2030-envisioning-an-ai-workforce-for-risk-teams) \\ \\ Industry Thoughts\\ \\ **What are fraudsters searching for? How SEO data reveals document fraud tactics**](https://www.inscribe.ai/blog/what-are-fraudsters-searching-for-how-seo-data-reveals-document-fraud-tactics) \\ \\ Product\\ \\ **How LLMs boosted our bank statement parsing coverage by up to 5x**](https://www.inscribe.ai/blog/how-llms-boosted-our-bank-statement-parsing-coverage-by-up-to-5x) \\ \\ Industry Thoughts\\ \\ **12 common red flags in loan underwriting for application fraud**](https://www.inscribe.ai/blog/12-common-red-flags-for-loan-application-fraud) \\ \\ Product\\ \\ **Stay ahead of AI attacks with these LLM-powered fraud features**](https://www.inscribe.ai/blog/9-features-risk-teams-are-using-to-stay-ahead-of-fraud-are-you) \\ \\ Industry Thoughts\\ \\ **How Chief Risk Officers are guiding the responsible adoption of AI**](https://www.inscribe.ai/blog/how-chief-risk-officers-are-guiding-the-responsible-adoption-of-ai) \\ \\ Product\\ \\ **Inside Inscribe: What's New in May 2025**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-may-2025) \\ \\ Product\\ \\ **2025 is the year of AI Agents in financial services**](https://www.inscribe.ai/blog/2025-is-the-year-of-ai-agents-in-financial-services) \\ \\ Industry Thoughts\\ \\ **Celebrating Women in Fraud Prevention**](https://www.inscribe.ai/blog/celebrating-women-in-fraud-prevention) \\ \\ Product\\ \\ **This receipt was made by AI — can you tell?**](https://www.inscribe.ai/blog/this-receipt-was-made-by-ai-can-you-tell) \\ \\ Product\\ \\ **Inside Inscribe: What's New in April 2025**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-april-2025) \\ \\ Product\\ \\ **How Inscribe uses generative AI to improve document classification and fraud detection (in any language)**](https://www.inscribe.ai/blog/how-inscribe-uses-generative-ai-to-improve-document-classification-and-fraud-detection-in-any-language) \\ \\ Product\\ \\ **Inside Inscribe: What's New in March 2025**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-march-2025) \\ \\ Product\\ \\ **Introducing the applicant-level fraud view: A holistic approach to fraud detection**](https://www.inscribe.ai/blog/introducing-the-applicant-level-fraud-view-a-holistic-approach-to-fraud-detection) \\ \\ Industry Thoughts\\ \\ **Inside Inscribe, featuring the 2025 Document Fraud Report**](https://www.inscribe.ai/blog/inside-inscribe-featuring-the-2025-document-fraud-report) \\ \\ Product\\ \\ **Inside Inscribe: What's New in January 2025**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-january-2025) \\ \\ Product\\ \\ **Get a Clearer Picture of Financial Activity Transaction Signals**](https://www.inscribe.ai/blog/get-deeper-financial-insights-with-transaction-signals-from-inscribe) \\ \\ Industry Thoughts\\ \\ **5 design principles I revisited while teaching university students**](https://www.inscribe.ai/blog/5-design-principles-i-revisited-while-teaching-university-students) \\ \\ Product\\ \\ **Inside Inscribe: What's New in December 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-december-2024) \\ \\ Product\\ \\ **Unwrapping 2024: A look back at LLM-powered innovations from Inscribe**](https://www.inscribe.ai/blog/unwrapping-the-year-a-look-back-at-llm-powered-innovations-in-2024) \\ \\ Product\\ \\ **Inside Inscribe: What's New in November 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-november-2024) \\ \\ Industry Thoughts\\ \\ **Watch out for these top document fraud trends in 2023 (infographic)**](https://www.inscribe.ai/blog/top-document-fraud-trends-in-2023) \\ \\ Industry Thoughts\\ \\ **How to effectively fight increasing fraud attempts (tips from experts)**](https://www.inscribe.ai/blog/how-to-effectively-fight-increasing-fraud-attempts-advice-from-experts) \\ \\ Product\\ \\ **Inside Inscribe: What's New in October 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-october-2024) \\ \\ Product\\ \\ **How Inscribe uses LLMs to reduce false positives & improve document automation**](https://www.inscribe.ai/blog/how-inscribe-uses-llms-to-reduce-false-positives-improve-document-automation) \\ \\ Industry Thoughts\\ \\ **How we build for speed, accuracy, and customer ROI**](https://www.inscribe.ai/blog/how-we-build-for-speed-accuracy-and-customer-roi) \\ \\ Industry Thoughts\\ \\ **How to address the biggest pain facing fintechs right now**](https://www.inscribe.ai/blog/how-to-address-the-biggest-pain-facing-fintechs-right-now-answers-from-industry-experts) \\ \\ Product\\ \\ **How Inscribe detects fraudulent customers**](https://www.inscribe.ai/blog/how-inscribe-detects-fraudulent-customers) \\ \\ Industry Thoughts\\ \\ **Why your credit losses might be due to fraud (and what to do about it)**](https://www.inscribe.ai/blog/why-your-credit-losses-might-actually-be-due-to-fraud-and-what-you-can-do-about-it) \\ \\ Industry Thoughts\\ \\ **How to future-proof your risk management strategy (advice and tips)**](https://www.inscribe.ai/blog/how-to-future-proof-your-risk-management-strategy-advice-from-risk-leaders) \\ \\ Industry Thoughts\\ \\ **How to identify fake loan documents automatically**](https://www.inscribe.ai/blog/how-to-identify-fake-loan-documents-automatically) \\ \\ News\\ \\ **Inscribe listed on AIFintech 100 & SaaS Awards**](https://www.inscribe.ai/blog/inscribe-named-on-2022-aifintech-100-and-saas-awards-lists) \\ \\ News\\ \\ **35+ fintech companies hiring right now**](https://www.inscribe.ai/blog/35-fintech-companies-hiring-in-every-department-at-every-level-and-any-location-right-now) \\ \\ Product\\ \\ **Inside Inscribe: What's New in September 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-september-2024) \\ \\ Product\\ \\ **Streamline onboarding with new document verification features**](https://www.inscribe.ai/blog/reduce-manual-reviews-streamline-onboarding-with-new-document-verification-features) \\ \\ Product\\ \\ **Inside Inscribe: What's new in August 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-in-august-2024) \\ \\ Product\\ \\ **When does it make sense to use an LLM?**](https://www.inscribe.ai/blog/when-does-it-make-sense-to-use-an-llm) \\ \\ Product\\ \\ **The critical role of AI-powered fraud detection during onboarding and underwriting**](https://www.inscribe.ai/blog/safeguarding-success-the-critical-role-of-ai-powered-fraud-detection-during-onboarding-and-underwriting) \\ \\ Industry Thoughts\\ \\ **20+ fascinating AI agents and co-pilots for business**](https://www.inscribe.ai/blog/20-fascinating-ai-agents-and-co-pilots-for-business) \\ \\ Product\\ \\ **Death by 1,000 tabs? Meet our AI Fraud Analyst that summarizes everything in just 1**](https://www.inscribe.ai/blog/death-by-1-000-tabs-meet-our-ai-fraud-analyst-that-streamlines-research-summarizes-everything-in-just-1) \\ \\ Product\\ \\ **Benford's Law: An empirical finding & its applications in risk**](https://www.inscribe.ai/blog/benfords-law-an-empirical-finding-and-its-applications-in-risk) \\ \\ Industry Thoughts\\ \\ **“Robot Rock” and 40+ other songs in our AI Agent playlist**](https://www.inscribe.ai/blog/robot-rock-and-30-other-songs-in-our-ai-agent-playlist) \\ \\ News\\ \\ **Why we made “Know Your Customer” a company value**](https://www.inscribe.ai/blog/why-we-made-know-your-customer-a-company-value) \\ \\ Product\\ \\ **Introducing AI Risk Agents from Inscribe**](https://www.inscribe.ai/blog/introducing-ai-risk-agents-from-inscribe) \\ \\ Industry Thoughts\\ \\ **Beyond SaaS: Models-as-a-Service (MaaS)**](https://www.inscribe.ai/blog/beyond-saas-models-as-a-service-maas) \\ \\ Industry Thoughts\\ \\ **Tips from risk experts from Airbase & Rapid Finance: Fighting fraud with less in 2024**](https://www.inscribe.ai/blog/how-risk-experts-are-fighting-fraud-with-less-planning-for-the-future) \\ \\ Industry Thoughts\\ \\ **How LLMs deployed as AI Agents are going to transform knowledge work**](https://www.inscribe.ai/blog/how-llms-deployed-as-ai-agents-are-going-to-transform-knowledge-work) \\ \\ Industry Thoughts\\ \\ **How to prepare for the age of GenAI-enabled fraud**](https://www.inscribe.ai/blog/how-to-prepare-for-the-age-of-genai-enabled-fraud) \\ \\ Product\\ \\ **How Inscribe’s document parsing helps underwriters reduce application abuse**](https://www.inscribe.ai/blog/how-inscribes-document-parsing-helps-underwriters-reduce-application-abuse) \\ \\ Industry Thoughts\\ \\ **8 fraud risks to watch out for in 2024 from Ramp & Frank on Fraud**](https://www.inscribe.ai/blog/8-fraud-risks-to-watch-out-for-in-2024) \\ \\ News\\ \\ **Top takeaways from the 2024 Document Fraud Report**](https://www.inscribe.ai/blog/top-takeaways-from-the-2024-document-fraud-report) \\ \\ Product\\ \\ **Inside Inscribe: What's New in January 2024**](https://www.inscribe.ai/blog/inside-inscribe-whats-new-january-2024) \\ \\ Product\\ \\ **The importance of categorized data in financial analysis**](https://www.inscribe.ai/blog/the-importance-of-categorized-data-in-financial-analysis) \\ \\ Industry Thoughts\\ \\ **3 strategies to fight fierce fraud tactics in 2024 from Bill.com & BHG Financial**](https://www.inscribe.ai/blog/3-strategies-to-fight-the-fiercest-fraud-tactics-of-2024) \\ \\ Product\\ \\ **Top 5 five risk-reducing features launched this year**](https://www.inscribe.ai/blog/the-top-five-risk-reducing-features-we-launched-in-2023) \\ \\ Industry Thoughts\\ \\ **4 fraud risks to know for 2024 (according to experts from Bill.com & BHG Financial)**](https://www.inscribe.ai/blog/4-expert-fraud-risks-you-need-to-know) \\ \\ Product\\ \\ **Inside Inscribe: November 2023 product updates**](https://www.inscribe.ai/blog/whats-new-november-product-updates) \\ \\ Industry Thoughts\\ \\ **How we continuously update our fraud detectors**](https://www.inscribe.ai/blog/how-we-continuously-update-our-fraud-detectors) \\ \\ Product\\ \\ **The future of lending is cashflow insights — Inscribe can get you there**](https://www.inscribe.ai/blog/the-future-of-lending-is-cashflow-insights) \\ \\ Industry Thoughts\\ \\ **How to prevent first-party fraud: nine recommended steps from experts**](https://www.inscribe.ai/blog/how-to-prevent-first-party-fraud-nine-recommended-steps) \\ \\ Industry Thoughts\\ \\ **Why you should join a startup**](https://www.inscribe.ai/blog/why-you-should-join-a-startup) \\ \\ Industry Thoughts\\ \\ **11 must-know fraud statistics for 2023**](https://www.inscribe.ai/blog/11-must-know-fraud-statistics-for-2023) \\ \\ Industry Thoughts\\ \\ **6 important criteria for evaluating fraud detection tools**](https://www.inscribe.ai/blog/6-important-criteria-for-evaluating-fraud-detection-tools) \\ \\ Industry Thoughts\\ \\ **How marketplaces can stay compliant with the INFORM Consumers Act**](https://www.inscribe.ai/blog/what-marketplaces-need-to-stay-compliant-with-the-inform-consumers-act) \\ \\ Industry Thoughts\\ \\ **How mortgage lenders can reduce fraud and loan defaults**](https://www.inscribe.ai/blog/how-mortgage-lenders-can-reduce-fraud-and-loan-defaults) \\ \\ Industry Thoughts\\ \\ **How to combat the high cost of tenant fraud using AI income verification**](https://www.inscribe.ai/blog/a-guide-to-combating-the-high-cost-of-tenant-fraud-using-ai-powered-income-verification) \\ \\ Product\\ \\ **Collect sensitive documents securely**](https://www.inscribe.ai/blog/collect-sensitive-documents-seamlessly-and-securely) \\ \\ Industry Thoughts\\ \\ **5 best practices for getting the most ROI from Inscribe**](https://www.inscribe.ai/blog/5-best-practices-for-getting-the-most-roi-from-inscribe) \\ \\ News\\ \\ **Introducing Inscribe’s 2023 Document Fraud Report**](https://www.inscribe.ai/blog/introducing-inscribes-2023-document-fraud-report) \\ \\ Product\\ \\ **Cut application response times in half with new features from Inscribe**](https://www.inscribe.ai/blog/reduce-application-response-times-by-50-percent-with-new-features-from-inscribe) \\ \\ News\\ \\ **How we refreshed our company values**](https://www.inscribe.ai/blog/how-we-refreshed-our-company-values) \\ \\ Industry Thoughts\\ \\ **7 key fraud trends risk and operations teams should know for 2023**](https://www.inscribe.ai/blog/7-key-fraud-trends-risk-and-operations-teams-should-know-for-2023) \\ \\ News\\ \\ **Inscribe partners with Lendflow for AI-powered finance fraud detection**](https://www.inscribe.ai/blog/inscribe-partners-with-lendflow-to-bring-ai-powered-fraud-detection-to-embedded-finance) \\ \\ Industry Thoughts\\ \\ **15 fintech leaders share advice for your 2024 risk management strategy**](https://www.inscribe.ai/blog/15-fintech-leaders-share-advice-for-your-2023-risk-management-strategy) \\ \\ Industry Thoughts\\ \\ **How we used customer empathy to build AI fraud detection**](https://www.inscribe.ai/blog/from-heuristics-to-ml-how-we-used-customer-empathy-to-build-ai-for-document-fraud-detection) \\ \\ Industry Thoughts\\ \\ **Experts explain why manual reviews are impossible to scale**](https://www.inscribe.ai/blog/fraud-and-fintech-experts-explain-why-manual-reviews-are-impossible-to-scale) \\ \\ News\\ \\ **Announcing our Series A**](https://www.inscribe.ai/blog/announcing-our-series-a) \\ \\ Industry Thoughts\\ \\ **How today's smartest underwriters are streamlining their work**](https://www.inscribe.ai/blog/how-forward-thinking-underwriters-are-streamlining-their-work) \\ \\ Industry Thoughts\\ \\ **2022 trends in document fraud (infographic)**](https://www.inscribe.ai/blog/2022-trends-in-document-fraud-infographic) \\ \\ Industry Thoughts\\ \\ **30+ Songs to help you fight fraud (Playlist)**](https://www.inscribe.ai/blog/30-songs-to-help-you-fight-fraud-in-2023-playlist) \\ \\ Product\\ \\ **Reduce manual reviews by 54% with Inscribe’s document automation**](https://www.inscribe.ai/blog/reduce-manual-review-times-by-54-with-inscribes-document-automation-capabilities) \\ \\ Industry Thoughts\\ \\ **Learn why fraud detection is essential for protecting revenue**](https://www.inscribe.ai/blog/why-fraud-detection-is-now-revenue-protection) \\ \\ Industry Thoughts\\ \\ **Financial experts explain why fraud's dramatically increased since 2020**](https://www.inscribe.ai/blog/financial-experts-explain-why-fraud-has-dramatically-increased-since-2020) \\ \\ Product\\ \\ **5 document fraud detectors every bank, lender, and fintech needs**](https://www.inscribe.ai/blog/5-document-fraud-detectors-you-need-in-2023) \\ \\ Industry Thoughts\\ \\ **Thinking of buying document fraud detection software? Read this first**](https://www.inscribe.ai/blog/thinking-of-buying-document-fraud-detection-software-heres-what-you-need-to-know) \\ \\ Product\\ \\ **5 new Inscribe features to help you fight fraud in 2022**](https://www.inscribe.ai/blog/5-new-inscribe-features-to-help-you-fight-fraud-in-2022) \\ \\ Industry Thoughts\\ \\ **Managing risk in a recession: Fraud and risk leaders share 4 tips**](https://www.inscribe.ai/blog/managing-risk-in-a-recession-fraud-and-risk-leaders-share-five-best-practices) \\ \\ News\\ \\ **Creating a fair and efficient financial services ecosystem**](https://www.inscribe.ai/blog/creating-a-fair-and-efficient-financial-services-ecosystem) \\ \\ Industry Thoughts\\ \\ **How to prevent fraud in the wake of SVB**](https://www.inscribe.ai/blog/how-to-prevent-fraud-in-the-wake-of-svb) \\ \\ News\\ \\ **Announcing our Series B: We’ve raised $25M to help companies build digital trust with Risk Intelligence**](https://www.inscribe.ai/blog/announcing-our-series-b) ## What will our AI Agents find in your documents? 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