Reality Defender

Fraud PreventionDetection ResponseIdentity Access also known as Reality Defender Inc.

Market readinessHow well the company can compete in its security market, scored across eight dimensions against public evidence. Established: Market readiness of 25 to 30, the typical band where most analyzed companies land.
DefensibilityHow well the company holds its position if competitors catch up on features, scored across seven dimensions against public evidence. Contested: Defensibility of 13 to 14, the typical band, where a moat exists but is under pressure.
Founded 2021
Last updated 2026-10-03

All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.

Executive Summary

Founded in 2021, Reality Defender sells deepfake detection to banks, enterprises, and government agencies. Its software flags AI-generated or altered voice, video, and images in live calls, meetings, and uploaded files. Its named customers include J.P. Morgan, Accenture, Booz Allen Hamilton, and US and UK government agencies. It raised a $33 million Series A in 2024, and KPMG took a minority stake in 2026. Reality Defender says it was named Most Innovative Company at the 2024 RSA Conference Innovation Sandbox. Identity-verification platforms such as IDmission already receive the selfies Reality Defender scores, so any of them could build its own selfie detector. A rival would need time to match Reality Defender’s audio patent, ElevenLabs training data, and bank call-center integration.

Sourced Details

Description Reality Defender detects AI-generated and manipulated voice, video, and images in live calls, meetings, and uploaded files, sending a fraud signal into the systems that banks, enterprises, and government agencies already run. [f1]
Founded 2021 [f2]
HQ New York, New York, United States [f3]
Latest funding Minority equity investment from KPMG LLP, Sep 2026, amount undisclosed [f4]

Products

Product What it does
RealScan Browser app where analysts upload audio, video, or images and get an Authentic, Suspicious, or Manipulated result with supporting detail.
RealAPI Developer SDKs and a public API for embedding multimodal deepfake detection into applications, fraud tools, and workflows.
RealCall Real-time voice deepfake detection for contact centers and live calls, scanning speech for synthetic voice and voice-clone impersonation.
RealMeeting Detects AI-generated video and voice in real time inside Zoom and Microsoft Teams meetings, helping enterprises prevent impersonation and fraud.

Matrix Coverage

Cyber Defense Matrix

IdentifyProtectDetectRespondRecover
Devices Workstations, servers, phones, tablets, storage, network devices, IoT infrastructure, and similar hardware.
Applications Software, interactions, and application flows on the devices.
Networks Connections and traffic flowing among devices and apps, plus communication paths.
Data Content at rest, in transit, or in use across devices, apps, and networks.
Users The people using the devices, apps, networks, and data.

RealScan, RealAPI, RealCall, and RealMeeting analyze audio, video, and images for AI generation or manipulation, checking whether a presented voice, face, or file is authentic across users, applications, and media data. These products map to the Cyber Defense Matrix. [f5]

Market Readiness

How well the company can compete in its security market, scored across eight dimensions against public evidence.

Established 28 /40 Established: Market readiness of 25 to 30, the typical band where most analyzed companies land.
Dimension Score Rationale
Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. 4/5 Reality Defender names its buyers precisely: bank contact centers, identity-verification pipelines, and government channels. The pain is documented away from the vendor. A Senate Judiciary subcommittee heard its CEO at a 2024 hearing on election deepfakes. A 2026 Biometric Update and Goode Intelligence report forecasts deepfake fraud attempts rising from about 145 million to nearly 335 million by 2028. [s8, s10, s1, s29, s27, s22]
Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs and third-party validation. 3/5 Reality Defender documents its audio, video, and image models, four delivery products, and a research stream, and a granted US patent describes its audio spoof-detection method. The one independent evaluation in the reviewed sources, an academic benchmark, anonymized each vendor’s results, so no external validation point isolates this product’s accuracy. [s2, s6, s7, s13, s34, s27]
Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. 4/5 The enabler is generative voice and imagery that got past voice biometrics and selfie checks in Reality Defender’s bank and IDmission case studies. Three kinds of buyer-side signal fall within the past year. DHS Homeland Security Investigations posted a sole-source notice of intent to buy the platform (government procurement, SAM.gov, September 2026). Orange Business agreed to embed the detector (enterprise channel, Biometric Update, April 2026). A 2026 Biometric Update and Goode Intelligence report sizes voice detection checks (market sizing). [s30, s20, s22, s9, s10]
Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. 3/5 Ben Colman testified as a witness at the April 2024 Senate hearing on election deepfakes, and the granted US patent US12189712B1 names Colman, Ali Shahriyari, Gaurav Bharaj and two colleagues as inventors. Reality Defender's biographies say Colman led cybersecurity commercialization at Goldman Sachs and Shahriyari was a director of product at the AI Foundation. That is verifiable relevant expertise. The record shows no plural, independently evidenced prior builds or sustained research standing, which rung 4 needs. [s29, s13, s4, s5]
GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. 4/5 Named customers come from several voices. A J.P. Morgan CIO, quoted in Reality Defender’s release, said the company helped secure its communications, and IDmission’s CEO is quoted in a case study. An AWS Startups article says Reality Defender serves Accenture, Booz Allen Hamilton, JP Morgan, and US and UK agencies. Biometric Update independently reports the Orange Business and AU10TIX deals, and DHS posted a notice of intent to buy the platform. Revenue and customer counts are undisclosed, so the scale behind these names is unconfirmed. [s24, s10, s26, s20, s19, s30]
Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. 3/5 SecurityWeek reported that the expanded Series A of 2024 brought $33 million in new capital. Strategic investors including BNY and KPMG followed in 2025 and 2026, and CB Insights counts $39.97 million raised. That capital is proportional to a company shipping four products to banks, telecoms, and government buyers, but no disclosed revenue, margin, or growth figure confirms efficiency. [s23, s25, s33, s17, s28, s21]
Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. 4/5 Deepfake detection is a category that parties independent of the vendor now place Reality Defender in. CB Insights lists Sensity and other detection vendors as its competitors, and KPMG’s announcement calls it a deepfake detection platform. DHS describes it as a synthetic-media detection platform, and Biometric Update and Goode Intelligence size the category. Reality Defender also relays a June 2026 Gartner Emerging Market Quadrant for deepfake detection startups. [s28, s17, s30, s22, s15]
Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. 3/5 Reality Defender has friction against absorption: a training corpus partly supplied by voice-generation partners, a granted patent, and integrations inside bank, identity-verification, and threat-intelligence workflows. Identity-verification platforms such as IDmission already receive the selfies it scores and could build their own selfie detectors, so these assets slow absorption without blocking it. [s12, s13, s9, s10, s19, s31]
Business Risks Identity-verification platforms such as IDmission, which runs Reality Defender inside its onboarding pipeline, already receive the selfies it scores, so any of them could replace its signal with an in-house detector…
  • Identity-verification platforms such as IDmission, which runs Reality Defender inside its onboarding pipeline, already receive the selfies it scores, so any of them could replace its signal with an in-house detector.
  • New generative models can lower the accuracy of existing detectors, so Reality Defender has to keep sourcing fresh synthetic training data, as its ElevenLabs partnership does for voice.
  • The academic benchmark in the reviewed sources that tested Reality Defender’s models anonymized each vendor’s results and found no commercial model at 90% accuracy, so buyers cannot compare its accuracy with rivals’ from that study.
  • Orange Business, AU10TIX, and ZeroFox have agreed to embed the detector in their own services, and they own those customer relationships. A partner could replace Reality Defender for customers who receive its detection solely through that partner.
  • The SAM.gov record of the DHS purchase lists only a special notice of intent to buy sole-source, so the federal reference would weaken if no award follows.
Problem & Market Reality Defender addresses fraud that uses AI-generated voices, faces, and images to pass checks built for real people…

Reality Defender addresses fraud that uses AI-generated voices, faces, and images to pass checks built for real people. Its own anonymized case study describes a tier-one bank whose deepfaked calls got past voice biometrics and callback checks. Its IDmission case study describes an AI-generated selfie that cleared document and face-match checks during onboarding.

The problem is documented outside the vendor. In April 2024 a Senate Judiciary subcommittee heard testimony on election deepfakes, with CEO Ben Colman among the witnesses. An academic benchmark found that no commercial detector it tested reached 90% accuracy.

The scale estimates come from an independent market report. Biometric Update and Goode Intelligence forecast deepfake fraud attempts rising from about 145 million in 2026 to nearly 335 million in 2028. They expect voice detection checks to reach about 5.46 billion. Reality Defender’s named buyers are bank contact centers, identity-verification platforms, and government agencies. [s9, s10, s29, s27, s22, s1]

Product Capabilities Reality Defender sells one detection platform with separate models for audio, video, and images, delivered through four products…

Reality Defender sells one detection platform with separate models for audio, video, and images, delivered through four products. RealCall flags cloned voices and AI callers during live calls, and RealMeeting alerts hosts inside Zoom and Microsoft Teams. RealAPI returns structured results to a customer’s own application, and RealScan is a browser app for uploading files.

Each product returns a detection result for the customer’s own systems to act on. RealScan labels every file Authentic, Suspicious, or Manipulated with supporting detail. The contact-center page tells buyers to let their own IVR and fraud rules decide what happens next. The company calls itself detection-only, returning a signal to the system that owns the decision.

Deployment options suit regulated buyers. RealScan’s enterprise tier lists on-premises, private cloud, containerized, and air-gapped laptop deployments. RealMeeting states that no personal data, recordings, or voiceprints are stored.

Reality Defender’s technical work is documented beyond its marketing pages. The company holds a granted US patent on audio spoof detection, filed in 2024, with another application listed as active. Its research index lists papers such as Alethia, an encoder for voice deepfakes, dated April 2026. [s2, s21, s6, s7, s8, s10, s13, s34, s15]

Competitive Positioning Reality Defender positions itself as an independent detection layer that feeds other security and identity systems…

Reality Defender positions itself as an independent detection layer that feeds other security and identity systems. Its 2026 partnerships follow that shape: AU10TIX announced in July 2026 that it will evaluate the Reality Defender signal alongside its own identity-verification indicators, and ZeroFox added the detector to its external threat workflow.

Independent parties place Reality Defender among dedicated deepfake detection vendors. CB Insights lists Sensity among its competitors, and an academic benchmark tested its models alongside Hive, Pindrop, and Sensity AI. Reality Defender says Gartner named it a Market Shaper in a June 2026 Emerging Market Quadrant for deepfake detection startups.

Those partners are also potential rivals. Identity-verification platforms such as IDmission already receive the selfies Reality Defender scores, so one of them could build a detector of its own. [s19, s31, s28, s27, s15, s10]

Go-to-Market & Traction Reality Defender’s customer evidence includes customers speaking for themselves…

Reality Defender’s customer evidence includes customers speaking for themselves. A J.P. Morgan CIO, quoted in Reality Defender’s release on the bank’s 2025 Hall of Innovation award, said the company helped secure its communications against deepfake impersonation. IDmission’s CEO is quoted in a Reality Defender case study about a deepfake selfie stopped during onboarding.

Other customer names come from AWS and from Reality Defender itself. An AWS Startups article says it serves Accenture, Booz Allen Hamilton, tier-one banks such as JP Morgan, and US and UK government agencies. Reality Defender’s anonymized case study reports a global bank running more than 1.7 million calls through the product in 2024.

The 2026 deals widen distribution through partners and government. Biometric Update reported the Orange Business agreement in April and the AU10TIX partnership in July. In September KPMG took a minority stake and said it would bring the detector into its cyber and fraud practices. The same month, DHS posted a notice of intent to buy the platform sole-source.

Reality Defender does not disclose revenue or a customer count, so its scale is visible through the named accounts and deals. Biometric Update cites a LinkedIn post in which the company claimed its strongest quarter to date. [s24, s10, s26, s9, s20, s19, s17, s30, s18]

Team & Credibility CEO Ben Colman brings commercial security experience and public standing in the deepfake field…

CEO Ben Colman brings commercial security experience and public standing in the deepfake field. He led cybersecurity commercialization at Goldman Sachs and worked with Google’s partnerships team. A Senate Judiciary subcommittee called him as a witness at its 2024 hearing on election deepfakes.

The team’s technical work is on the patent record. Colman, co-founders Ali Shahriyari and Gaurav Bharaj, and two other researchers are named inventors on Reality Defender’s audio spoof-detection patent, and the company publishes a continuing research series. Reality Defender won the 2024 RSA Conference Innovation Sandbox.

The operating team extends beyond the founders. The company page lists a COO, CTO, and CRO alongside Colman, and Shahriyari and Bharaj appear as co-founders on its advisory council. Reality Defender says its detection platform was first developed inside a nonprofit research initiative, and the company was founded in 2021. [s4, s29, s13, s5, s34, s32, s3, s26]

Trust Readiness Reality Defender runs a Vanta trust center that lists SOC 2, GDPR, UK Cyber Essentials, and HIPAA…

Reality Defender runs a Vanta trust center that lists SOC 2, GDPR, UK Cyber Essentials, and HIPAA. Its documents include a SOC 2 Type 2 report dated October 2025, a 2025 Cyber Essentials certificate, and a 2026 penetration test. It also lists a SOC 2 bridge letter and a certificate of insurance.

Deployment choices address buyers who keep media in-house. RealScan’s enterprise tier offers on-premises, private cloud, containerized, and air-gapped deployments, and RealMeeting does not store recordings or voiceprints.

These credentials ease a buyer’s security review, but a funded rival could obtain the same ones, so they do not keep a competitor out of an evaluation. No federal authorization such as FedRAMP for the platform appears in the reviewed sources. [s16, s6, s7]

Competitors Pindrop, Sensity AI, Hive, Reken…
Company Relationship Note Compare
Pindrop competes with Competes for bank contact-center buyers of voice deepfake detection, and an academic benchmark tested both companies’ commercial models. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.
Sensity AI competes with CB Insights lists Sensity among Reality Defender’s competitors in deepfake detection.
Hive competes with An academic deepfake benchmark evaluated Hive’s commercial models alongside Reality Defender’s. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.
Reken adjacent Adjacent because it also courts enterprise buyers defending against AI-enabled impersonation.

Add analyzed competitors to compare them side by side with Reality Defender.

Strategy Deep Dive

A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.

Defensibility

Contested 14 /21 Contested: Defensibility of 13 to 14, the typical band, where a moat exists but is under pressure. reinforce or reposition

Reality Defender holds two assets a rival would need time to match. The company said in March 2025 that ElevenLabs voice data made up about a fifth of its training dataset, and it holds a granted US patent on audio spoof detection. Banks and identity platforms wire its scores into call centers and onboarding, so a customer that leaves would need to adapt and validate a replacement in those workflows. Identity-verification platforms such as IDmission already receive the selfies it scores, so one of them could build its own selfie detector.

Dimension Score Rationale
Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. 1/3 Customers buy detection software and set their own response. Reality Defender returns a score, and the customer’s IVR, fraud rules, or onboarding platform decides what happens next. The IDmission case study states that IDmission owned the onboarding decision.
Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. 2/3 Leaving means adapting a replacement into existing integrations: the bank case study wires detection into its call and conferencing systems, and IDmission runs it inside its onboarding pipeline through RealAPI. The cited sources do not quantify the work needed to replace these integrations.
Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. 1/3 The trust center lists SOC 2, GDPR, UK Cyber Essentials, and HIPAA, credentials a funded rival can also obtain. The DHS notice records a sole-source buying intent, and no FedRAMP or similar authorization for the platform appears in the reviewed sources, so nothing in the reviewed sources indicates an authorization that would block a replacement.
Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. 3/3 Real-time detection of synthetic voice, video, and images is machine-learning work that has to keep pace with new generators. Reality Defender holds a granted patent on an attention-based audio spoof-detection method and publishes research on red-teaming detectors.
Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. 3/3 The product is built and sold for regulated enterprises and governments. A J.P. Morgan executive is quoted on its work, a tier-one bank runs it in production, and DHS Homeland Security Investigations posted a notice of intent to buy the platform.
Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. 2/3 Reality Defender is a platform with application features: a browser app, a meeting plugin, a call product, and an API. Its result is advisory. The contact-center page tells buyers to let their IVR and fraud rules decide the next step, so the customer’s own flow decides whether a call or application proceeds.
Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. 2/3 Reality Defender reported in March 2025 that more than 295 hours of ElevenLabs voice synthesis data made up about 20% of its own training dataset. It also holds granted US patent US12189712B1 on audio spoof detection. The cited sources do not describe the corpus as public or the partnership as exclusive. A rival could build a similar dataset with time and effort.
Strategic Market Segmentation Reality Defender sells to organizations whose decisions depend on a voice, face, or image being real…

Reality Defender sells to organizations whose decisions depend on a voice, face, or image being real. Its homepage mentions financial institutions and government agencies, and its solution pages cover contact centers, identity verification, meetings, and media and evidence review.

Financial services is the most evidenced segment. A J.P. Morgan executive is quoted on the company’s work. An anonymized tier-one bank runs it in its contact centers. The CTO of that bank’s private client division describes it as a way to protect high-net-worth clients from impersonation. BNY invested in 2025, and KPMG, which plans to offer the detector to clients, invested in 2026.

IDmission runs the detector inside its onboarding pipeline. AU10TIX agreed in July 2026 to add it to its platform. In September 2026, DHS Homeland Security Investigations posted a notice that it intends to solicit the platform from a single source.

Telecom is another route to enterprise accounts. Orange Business, the enterprise division of Orange, agreed to integrate the detector into its video conferencing, contact center, and telephony services.

Product Capabilities & AI Advantages Reality Defender’s detection runs on separate audio, video, and image models that the company says it blends, tests, and updates…

Reality Defender’s detection runs on separate audio, video, and image models that the company says it blends, tests, and updates. Audio models assess live and recorded speech, video models examine faces, frames, and sound, and image models inspect faces and full frames. The platform page describes models for those three media types, and the Orange Business deal adds document analysis.

The company holds a named, retained training corpus. Reality Defender wrote in March 2025 that ElevenLabs voice synthesis data, more than 295 hours of it, made up about 20% of its training dataset at that time. Its partners page lists ElevenLabs, Respeecher, and PlayAI as AI-safety partners supplying resources for its detection models.

Reality Defender has patented part of its method. Google Patents records US12189712B1, an audio spoof-detection method filed by Reality Defender in 2024 and granted in January 2025. The company also publishes research, including red-teaming work on audio detectors.

Independent accuracy evidence is limited. The academic benchmark in the reviewed sources anonymized each vendor’s results and found that no commercial model reached 90% accuracy. Reality Defender quotes Gartner’s description of an ensemble-of-models data network effect, and the Gartner note itself is not among the reviewed sources.

Sales Engagement & Go-to-Market Reality Defender sells to large enterprises and government while adding channels through partners…

Reality Defender sells to large enterprises and government while adding channels through partners. Its customers include banks, with a J.P. Morgan executive quoted on the work, and an AWS Startups article lists Accenture, Booz Allen Hamilton, and US and UK agencies as customers.

In 2026 Reality Defender signed channel deals that put its detector inside other companies’ products. Orange Business agreed to integrate it into its communication services, AU10TIX announced plans to add it to identity verification, and ZeroFox added it to external threat protection. KPMG plans to bring it into its cyber and fraud practices after taking a minority stake.

A developer path runs alongside the enterprise sale. RealAPI and SDKs let developers embed detection, and the homepage offers 50 free audio or image scans a month.

Pricing Model Reality Defender publishes one self-serve price and keeps enterprise pricing custom…

Reality Defender publishes one self-serve price and keeps enterprise pricing custom. RealScan’s Business plan costs $399 with annual billing and covers 1,000 scans a month for one seat. The Enterprise plan lists custom pricing, custom scan volume, unlimited seats, and on-premises or private-cloud deployment.

A free developer tier lowers the cost of a first test. The homepage offers 50 audio or image scans a month at no charge through the API and SDKs.

Larger contracts start with a sales conversation. The contact-center and RealMeeting pages list no prices and invite buyers to request a demo.

Product Delivery & Operations Reality Defender delivers a score into the customer’s existing systems, and the customer makes the decision…

Reality Defender delivers a score into the customer’s existing systems, and the customer makes the decision. The contact-center page tells buyers to let their IVR and fraud rules decide whether to verify, route, or end a call. In the IDmission case, IDmission owned the onboarding decision.

Real-time operation is documented in production. In the anonymized bank case study, the detector sends live alerts to about 600 frontline representatives. The bank first analyzed call recordings from Zoom, Meet, NICE, Twilio, and Five9. The case study reports more than 1.7 million calls analyzed in 2024, which are the company’s own figures.

Deployment adapts to regulated environments. Enterprise buyers can run RealScan on premises, in a private cloud, in containers, or on an air-gapped laptop, and RealMeeting keeps no recordings or voiceprints.

Earning Customers' Trust Reality Defender’s trust center, hosted on Vanta, lists SOC 2, GDPR, UK Cyber Essentials, and HIPAA…

Reality Defender’s trust center, hosted on Vanta, lists SOC 2, GDPR, UK Cyber Essentials, and HIPAA. Its assessments include a SOC 2 Type 2 report dated October 2025, a 2025 Cyber Essentials certificate, and a 2026 penetration test. The trust center also lists a SOC 2 bridge letter and a certificate of insurance.

Privacy commitments appear on the product pages. RealMeeting states that no personal data, recordings, or voiceprints are stored, and the enterprise tier supports on-premises and air-gapped deployment.

A funded rival could earn the same credentials, so they ease a security review without keeping a competitor out. No federal authorization such as FedRAMP for the platform appears in the reviewed sources.

Platform Strategy & Ecosystem Positioning Reality Defender builds its reach through other companies’ platforms…

Reality Defender builds its reach through other companies’ platforms. ZeroFox added Reality Defender’s verdict to its external threat workflow, AU10TIX announced plans to add it to identity verification, and Orange Business is integrating it into telecom communication services.

Its partner program spans deployment, marketplace, professional-services, AI-safety, and technology partners. Accenture, Booz Allen Hamilton, Deloitte, IBM, and KPMG appear as professional-services partners, and AWS, Microsoft, and NVIDIA as technology partners.

ElevenLabs, Respeecher, and PlayAI are listed as providing resources for Reality Defender’s detection models, and the company said in March 2025 that ElevenLabs data made up about 20% of its training dataset.

Team & Execution Capability Reality Defender’s leadership pairs a commercial security CEO with an in-house research team…

Reality Defender’s leadership pairs a commercial security CEO with an in-house research team. Ben Colman led cybersecurity commercialization at Goldman Sachs before co-founding the company. The company page lists a COO, CTO, and CRO, plus directors of applied AI for vision and audio.

The founders’ technical work is on the patent record. Colman, Ali Shahriyari, Gaurav Bharaj, and staff researchers are named inventors on the granted audio spoof-detection patent. Shahriyari, a co-founder and advisor, previously served as director of product at the AI Foundation.

External recognition is specific to this field. The Senate Judiciary subcommittee called Colman as a witness on election deepfakes in 2024, and the company won the 2024 RSA Conference Innovation Sandbox. Colman told AWS that the company started as a nonprofit research project ahead of the 2020 election.

Sources

Company Detail Sources (5)
Id Source Tier Accessed
f1 https://www.realitydefender.com/ official 2026-10-03
f2 https://www.prnewswire.com/news-releases/reality-defender-expands-series-a-to-33-million-to-enhance-ai-detection-capabilities-302283098.html official 2026-10-03
f3 https://www.cbinsights.com/company/reality-defender research 2026-10-03
f4 https://kpmg.com/us/en/media/news/kpmg-llp-takes-minority-stake-in-deepfake-detection-leader-reality-defender.html other 2026-10-03
f5 https://www.realitydefender.com/platform/technology official 2026-10-03
Profile Analysis Sources (34)
Id Source Tier Accessed
s1 Reality Defender: homepage official 2026-10-03
s2 Reality Defender: platform overview page official 2026-10-03
s3 Reality Defender: Company and Culture page official 2026-10-03
s4 Reality Defender: Ben Colman team page official 2026-10-03
s5 Reality Defender: Ali Shahriyari team page official 2026-10-03
s6 Reality Defender: RealScan product page official 2026-10-03
s7 Reality Defender: RealMeeting product page official 2026-10-03
s8 Reality Defender: Contact Center Security solution page official 2026-10-03
s9 Reality Defender case study: global bank contact center deployment official 2026-10-03
s10 Reality Defender case study: IDmission onboarding pipeline official 2026-10-03
s11 Reality Defender: partners page official 2026-10-03
s12 Reality Defender insight: ElevenLabs voice data partnership official 2026-10-03
s13 Google Patents: US12189712B1, audio spoof detection using attention-based contrastive learning research 2026-10-03
s14 Reality Defender insight: Gartner AI Vendor Race research note official 2026-10-03
s15 Reality Defender insight: Gartner Emerging Market Quadrant post official 2026-10-03
s16 Reality Defender Trust Center (Vanta) official 2026-10-03
s17 KPMG LLP newsroom: minority stake in Reality Defender other 2026-10-03
s18 Biometric Update: KPMG investment in Reality Defender backs hiring spree press 2026-10-03
s19 Biometric Update: AU10TIX and Reality Defender partner to detect AI-generated selfies press 2026-10-03
s20 Biometric Update: Reality Defender deal with Orange Business press 2026-10-03
s21 Biometric Update: Reality Defender brings web-based deepfake protection to enterprise press 2026-10-03
s22 Biometric Update: deepfake defense draws new capital press 2026-10-03
s23 SecurityWeek: Reality Defender banks $33M press 2026-10-03
s24 PR Newswire: Reality Defender release on the JPMorganChase 2025 Hall of Innovation official 2026-10-03
s25 PR Newswire: Reality Defender release on its expanded $33 million Series A official 2026-10-03
s26 AWS Startups: Reality Defender vs the deepfake era official 2026-10-03
s27 arXiv: Deepfake-Eval-2024, a multi-modal in-the-wild deepfake benchmark research 2026-10-03
s28 CB Insights: Reality Defender company profile research 2026-10-03
s29 US Senate Judiciary Committee: Oversight of AI, Election Deepfakes hearing page regulatory 2026-10-03
s30 SAM.gov: DHS special notice 192126VHQ4CCC0119, Reality Defender Platform regulatory 2026-10-03
s31 Reality Defender insight: ZeroFox integration official 2026-10-03
s32 Reality Defender insight: RSA Conference Innovation Sandbox official 2026-10-03
s33 Reality Defender insight: BNY, Samsung Next, and Fusion Fund invest official 2026-10-03
s34 Reality Defender: research publications index official 2026-10-03
Deep-Dive Sources (34)
Id Source Tier Accessed
s1 Reality Defender: homepage official 2026-10-03
s2 Reality Defender: platform overview page official 2026-10-03
s3 Reality Defender: Company and Culture page official 2026-10-03
s4 Reality Defender: Ben Colman team page official 2026-10-03
s5 Reality Defender: Ali Shahriyari team page official 2026-10-03
s6 Reality Defender: RealScan product page official 2026-10-03
s7 Reality Defender: RealMeeting product page official 2026-10-03
s8 Reality Defender: Contact Center Security solution page official 2026-10-03
s9 Reality Defender case study: global bank contact center deployment official 2026-10-03
s10 Reality Defender case study: IDmission onboarding pipeline official 2026-10-03
s11 Reality Defender: partners page official 2026-10-03
s12 Reality Defender insight: ElevenLabs voice data partnership official 2026-10-03
s13 Google Patents: US12189712B1, audio spoof detection using attention-based contrastive learning research 2026-10-03
s14 Reality Defender insight: Gartner AI Vendor Race research note official 2026-10-03
s15 Reality Defender insight: Gartner Emerging Market Quadrant post official 2026-10-03
s16 Reality Defender Trust Center (Vanta) official 2026-10-03
s17 KPMG LLP newsroom: minority stake in Reality Defender other 2026-10-03
s18 Biometric Update: KPMG investment in Reality Defender backs hiring spree press 2026-10-03
s19 Biometric Update: AU10TIX and Reality Defender partner to detect AI-generated selfies press 2026-10-03
s20 Biometric Update: Reality Defender deal with Orange Business press 2026-10-03
s21 Biometric Update: Reality Defender brings web-based deepfake protection to enterprise press 2026-10-03
s22 Biometric Update: deepfake defense draws new capital press 2026-10-03
s23 SecurityWeek: Reality Defender banks $33M press 2026-10-03
s24 PR Newswire: Reality Defender release on the JPMorganChase 2025 Hall of Innovation official 2026-10-03
s25 PR Newswire: Reality Defender release on its expanded $33 million Series A official 2026-10-03
s26 AWS Startups: Reality Defender vs the deepfake era official 2026-10-03
s27 arXiv: Deepfake-Eval-2024, a multi-modal in-the-wild deepfake benchmark research 2026-10-03
s28 CB Insights: Reality Defender company profile research 2026-10-03
s29 US Senate Judiciary Committee: Oversight of AI, Election Deepfakes hearing page regulatory 2026-10-03
s30 SAM.gov: DHS special notice 192126VHQ4CCC0119, Reality Defender Platform regulatory 2026-10-03
s31 Reality Defender insight: ZeroFox integration official 2026-10-03
s32 Reality Defender insight: RSA Conference Innovation Sandbox official 2026-10-03
s33 Reality Defender insight: BNY, Samsung Next, and Fusion Fund invest official 2026-10-03
s34 Reality Defender: research publications index official 2026-10-03

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