FAQs / Pricing & Licensing

Pricing & Licensing

What is redaction software?

Redaction software permanently removes or obscures sensitive information (PII, PHI, classified data) from files before public release or sharing. Modern tools like VIDIZMO Redactor use AI to automatically detect faces, license plates, spoken names, and 40+ PII categories across video, audio, images, and documents.

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Why do DOTs need to redact video before public release?

DOTs must redact video to remove faces, license plates, house numbers, and sensitive infrastructure details that appear in traffic or curb footage. Redaction ensures compliance with CPRA/FOIA while protecting resident privacy and safeguarding critical city assets.

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How is VIDIZMO EnterpriseTube priced?

EnterpriseTube pricing is structured around plans tailored to your organization's usage needs rather than a single flat rate, so the right plan depends on factors like the number of users, storage, and features required.

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How is AI Intelligence Hub priced?

VIDIZMO uses a unified consumption-based pricing model built around Processing Units (PUs), the universal unit for AI processing operations like transcription, redaction, object detection, and OCR. Your total cost is driven by your product plan, PU consumption, storage, and any add-ons you select, with volume-based discounts as usage grows.

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Is it legally required to redact license plates from parking lot footage?

Yes. Under the CCPA, license plates are explicitly classified as personal information that must be protected. The federal DPPA restricts disclosure of motor vehicle records. Over 16 states have enacted additional ALPR-specific regulations. Government agencies must also redact plates before releasing footage under FOIA and state open records laws.

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How does VIDIZMO's pricing work?

VIDIZMO uses a consumption-based pricing model built around a per-user product plan plus usage of resources like storage, bandwidth, and AI processing. This applies consistently whether you deploy on VIDIZMO's SaaS cloud or on-premises.

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What are the main benefits of using the 791Coop contract?

The key benefits of using the 791Coop contract are speed (faster procurement), compliance (meets bidding requirements), and simplicity (a streamlined process with transparent pricing).

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Do I need to move my data outside of Azure to use VIDIZMO?

No. VIDIZMO is deployed within your Azure tenant or subscription, ensuring that your data, AI workflows, and security policies remain fully contained within your cloud environment.

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How much time does automated redaction save compared to manual review?

Manual redaction averages two to four minutes per page. Automated redaction processes documents in bulk. A 1,000-page batch runs through AI detection and redaction as a single job, with human review focused only on flagged exceptions (typically 2 to 4 hours for the batch rather than 33 to 67 hours of page-by-page manual work). The exact savings depend on document complexity and PHI density.

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What is video redaction in DSAR compliance?

Video redaction in DSAR compliance refers to the process of removing or obscuring personal data from video recordings before sharing them with a data subject. This may include blurring faces, masking license plates, removing audio containing names, or hiding other identifying details to protect third-party privacy.

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What specific threats can VIDIZMO detect?

VIDIZMO can be configured to detect a wide range of critical situations, including the brandishing of weapons, gunshots, unauthorized trespassing, crowd surges, fire, license plates, abandoned vehicles, and suspicious loitering in sensitive areas of the campus.

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How does AI help law enforcement?

AI automates the most time-consuming parts of investigation: transcribing interviews and body camera audio, translating across languages, detecting faces and license plates in video, and surfacing patterns across large evidence sets. The work that once took an analyst hours typically completes in minutes, freeing officers to focus on judgment-intensive tasks.

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How much faster is AI redaction than manual redaction?

AI redaction is typically faster than manual redaction by at least an order of magnitude on recurring content, though the exact difference depends on the recording length, complexity, and the quality of the model on the organization's content. Most of the remaining time in an AI workflow is the human review step, not the detection. Throughput gains are usually largest on longer recordings with many independent pieces of sensitive content.

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What types of sensitive information can bulk CCTV redaction tools detect and remove?

Most enterprise-grade tools can automatically detect and redact:

  • Faces of bystanders, minors, and employees
  • Vehicle license plates and identifying markings
  • On-screen text, ID badges, and confidential displays
  • Audio conversations captured alongside CCTV footage

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How is private video hosting different from unlisted or password-protected video?

Unlisted videos still sit on a public platform and stay accessible to anyone who gets the link. Password-protected videos rely on one shared credential that gets forwarded along with the password. Real private video hosting ties access to specific users through SSO or login, with per-user audit logs, so a forwarded link doesn't bypass the privacy controls.

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How is enterprise VOD different from consumer streaming services?

Enterprise VOD serves identified internal audiences with role-based access, audit logging, single sign-on, and compliance certifications such as HIPAA, FedRAMP, or SOC 2. Consumer services like Netflix focus on public monetization through subscriptions or ads. The technical foundations overlap, but enterprise platforms add the security and governance controls that regulated industries require.

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What types of information typically need to be redacted from government videos?

Government videos often contain sensitive information such as faces of minors or bystanders, license plates, addresses, computer screens, documents, and personal details captured in audio. Proper redaction ensures that protected information is not disclosed during public release.

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What does 'same capabilities, scaled by volume' mean?

All Intelligence Hub pricing tiers give you access to the same underlying AI capabilities, the difference between plans is the volume of processing you're licensed for, not which features you can use. You pay for more Processing Units, storage, and bandwidth as your usage grows, rather than unlocking features at higher tiers.

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How long does it take to redact body camera footage?

Manual redaction is extremely time-intensive. Industry data shows that manually redacting a single 10-minute body camera video typically requires 8 hours of specialized work. This includes frame-by-frame review to track faces, identify license plates, review audio for spoken PII, and conduct quality control checks. For a 45-minute domestic disturbance call, agencies may need 36+ hours of redaction work. This creates significant backlogs, especially for agencies receiving hundreds of FOIA requests monthly. Automated AI-powered redaction tools can reduce this time by 85-90%, processing the same 10-minute video in approximately 30-60 minutes with human oversight.

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Can AI detect license plates in low-quality CCTV footage?

 Modern AI models are trained on diverse conditions including low-light, angled, and partially obscured plates. Configurable confidence thresholds help manage edge cases - operators can lower the threshold to catch more plates in challenging footage, then use human review to validate the results. Learn more about how CCTV redaction software handles these challenges. 

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How does on-premises licensing differ from SaaS?

SaaS redaction is priced per user on a subscription basis, with the vendor managing all infrastructure. On-premises licensing can follow a perpetual model based on a multi-year term or an annual subscription tied to server capacity. On-premises requires the organization to purchase and maintain the underlying hardware, but it eliminates per-user recurring fees for organizations with many users. The right model depends on your user count, processing volume, and how long you plan to operate the deployment.

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Can VIDIZMO Redactor redact police reports?

Yes, VIDIZMO Redactor redacts police reports, including traffic crash reports, incident reports, arrest reports, crime reports, and more. You can easily redact sensitive personally identifiable information (PII), including names of victims, witnesses, passengers, locations, license plate numbers, and more. 

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Does pricing differ across VIDIZMO's products?

Yes. EnterpriseTube, DEMS, Redactor, AI Intelligence Hub, and AI Live Insight are priced under the same underlying model, but each has its own plan tiers and feature sets, so the right plan depends on which product and capabilities you need.

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How does VIDIZMO automate video redaction for law enforcement?

VIDIZMO Redactor uses AI to automatically blur faces, mask bystanders, redact license plates, mute audio PII, and remove body-worn camera timestamps. It supports batch processing across multiple files, so detectives can redact hours of footage in a fraction of the time manual editing would require.

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How does AI redaction software cut FOIA processing time by 80%?

AI-powered platforms use computer vision to automatically detect faces, license plates, and firearms across video footage. Object tracking locks onto a subject once and follows it throughout the clip, eliminating frame-by-frame manual work. Speech-to-text flags sensitive audio for review. The officer shifts from doing the redaction to simply approving it, which is where the time savings come from.

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How does AI redaction work for video and audio evidence?

AI redaction automatically detects and masks sensitive identifiers such as faces, voices, names, and licence plates across video, audio, image, and document files. Rather than manually scrubbing each file frame by frame, investigators set detection parameters and the system processes content at scale. This reduces redaction time by 80 to 90% while maintaining a consistently higher accuracy standard than manual review.

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What is AI-powered redaction and why does law enforcement need it?

AI-powered redaction automatically detects and obscures faces, license plates, and other sensitive information in video and documents before public release or disclosure. Manual redaction of hours of footage is slow and error-prone. Automated redaction helps agencies meet FOIA and privacy obligations consistently and at scale.

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What audio PII has to be removed from bodycam footage?

Spoken PII covers names, addresses, phone numbers, dates of birth, social security numbers, driver's license numbers, license plate numbers, medical conditions, juvenile identifiers, and witness or victim information. Dispatch radio traffic almost always contains identifiers being run over the air. Some states also require redaction of officer-identifying information depending on the request type. Each category maps to specific exemptions under the state public records law that governs the request.

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What is the difference between backlog redaction and ongoing call redaction?

Backlog redaction is a one-time project with a finite scope, concentrated volume, and a defined end. Ongoing redaction applies policy to new recordings as they arrive and runs continuously. The two have different deployment, throughput, and pricing profiles, which is why many enterprises treat them as separate projects even when using the same platform.

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What's the difference between a Named User and a Viewer?

A Named User is a licensed account holder with full platform access. They can upload evidence, manage cases, run AI workflows, annotate content, and administer the system. A Viewer is someone a Named User shares specific content with for a defined period of time. Viewers can only access the files explicitly shared with them and only for as long as that share is active. They cannot browse the platform, upload content, or manage cases. All DEMS plans include unlimited Viewers at no extra cost.

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How much time can automated redaction save for a fraud investigation unit?

Significantly. A single case involving a bank PDF, surveillance clip, phone interview, and a customer-submitted image can take 4 to 7 hours using legacy tools. With unified automated redaction, the same case takes 10 to 20 minutes. Across hundreds or thousands of investigators, this translates into massive operational savings.

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How does VIDIZMO EnterpriseTube track video engagement?

EnterpriseTube provides granular analytics including per-user activity tracking, video heat maps with frame-level rewatch and drop-off data, geographic viewer maps, and quality-of-experience metrics. Reports are exportable and integrate with SCORM-compatible learning management systems (on the Premium tier) for unified training analytics.

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Does pricing differ between cloud and on-premises deployment?

VIDIZMO supports multiple deployment models (cloud, on-premises, and hybrid), and the deployment option you choose can affect the overall cost structure, reach out for a quote based on your preferred deployment.

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Do prices differ between cloud (SaaS) and on-premises deployment?

The same pricing fundamentals apply to both deployment models. On SaaS, Processing Units are purchased as consumables; on-premises, you purchase server licenses that include a bundled quantity of PUs instead.

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Can I get pricing for on-premises deployment instead of SaaS?

Yes, VIDIZMO supports both SaaS and on-premises deployment, and pricing is structured to apply to either option so you can choose based on your infrastructure and compliance requirements.

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How is VIDIZMO priced and billed?

Pricing varies by product, deployment model, and usage volume; contact VIDIZMO sales for a quote tailored to your specific requirements.

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How much time can agencies save using VIDIZMO for case preparation?

Agencies using VIDIZMO's combined AI summarization and automated redaction workflow report up to 60% reduction in manual administrative work. Tasks like writing summaries, filling out forms, and redacting evidence that previously took hours can be completed in minutes.

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Can AI search detect objects in police body cam video?

Yes. AI object detection identifies faces, persons, vehicles, license plates, weapons, and other objects across video footage. VIDIZMO DEMS uses object detection and tracking to flag relevant items throughout a recording's duration, so investigators can locate specific objects without watching entire files.

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What is the difference between SVOD, AVOD, TVOD, and EVOD?

 SVOD (subscription) charges a recurring fee for unlimited access. AVOD (ad-based) is free to viewers and monetized through advertising. TVOD (transactional) charges per video or rental. EVOD (enterprise VOD) uses fixed licensing with role-based access controls, no public monetization, designed for internal organizational use. 

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How does VIDIZMO Redactor compare to CaseGuard and Veritone?

CaseGuard is a desktop-only application covering video, audio, images, and documents, with flat-rate pricing starting at $99 per month per user (at time of research). Veritone is a cloud-only platform focused on video and audio redaction, with licenses starting at approximately $600 per month. VIDIZMO Redactor offers broader format coverage (255+ formats including proprietary CCTV and DICOM), flexible deployment (SaaS, on-premises, Azure Government Cloud, hybrid), and multi-layer redaction architecture with FOIA exemption code support.

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Can sovereign AI use commercial LLMs like GPT-4 or Claude?

It depends on the deployment. If the commercial LLM is consumed via a public API hosted outside the customer's perimeter, that workload is not sovereign. If the commercial model is licensed for deployment inside a sovereign environment (some models are available this way under specific licensing) or inside a sovereign cloud region under a covered service agreement, the workload may qualify. For most sovereign-by-default deployments, self-hosted open-weight models are the safer baseline.

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What is the difference between hard and soft police technology?

Hard technology is physical equipment such as body cameras, drones, license plate readers, and biometric scanners. Soft technology is software and information systems such as digital evidence management platforms, facial recognition algorithms, and analytics tools. Most modern programs require both: hardware captures the data, software makes it usable.

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Can I get a custom quote for my organization?

Yes, since enterprise video needs vary widely, you can request a tailored quote based on your specific usage, user count, and feature requirements.

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How much time does AI redaction save compared to manual review?

For BWC video, responses that took six to eight hours manually can often be completed in one to two hours with AI-assisted detection. For document redaction, savings of 50 to 70 percent of reviewer time per response are typical.

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What is the difference between public video streaming and on-demand video streaming?

Public video streaming platforms like YouTube host user-generated content that anyone can watch through anonymous access, with discovery driven by recommendation algorithms and monetization through ads. On-demand streaming services like Netflix host professionally licensed content behind subscriptions, with curated catalogs and broadcast-grade delivery. Public platforms optimize for reach; on-demand services optimize for catalog quality and viewer retention.

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What are the main types of VOD?

Four main types: subscription VOD (SVOD) like Netflix, advertising VOD (AVOD) like YouTube, transactional VOD (TVOD) like Apple iTunes rentals, and enterprise VOD (EVOD) used by organizations for internal training and communications. NVOD, PVOD, and FAST exist for specific consumer broadcasting contexts.

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Do costs scale with usage, or is it a flat subscription?

Costs scale with actual usage of AI processing, storage, and bandwidth on top of your base plan, so pricing grows or shrinks with how much you actually use the platform rather than being a single flat fee.

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Does this deployment run in my own Azure environment?

Yes, since it's deployed via Azure Marketplace, the solution is provisioned into your own Azure subscription rather than a separate third-party environment.

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How does AI redaction help law enforcement agencies?

AI redaction automatically detects and obscures sensitive information such as faces, license plates, personal identifiers, and audio content. This accelerates public records response, protects privacy, and ensures compliance with transparency laws.

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What happens if a small department redacts footage incorrectly?

An unredacted face, license plate, or victim statement can trigger civil litigation with damages running into six or seven figures. Beyond financial exposure, a single privacy violation can erode years of community trust. Automated redaction with audit trails provides a defensible, documented process that reduces both legal risk and reputational damage.

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What types of personal data should be redacted in DSAR videos?

Common types of personal data that require redaction include:

Faces and identifiable individuals
License plates and vehicle identifiers
Screens displaying personal information
Spoken names, addresses, or phone numbers
ID badges, documents, or account details

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What industries benefit most from computer vision services?

Law enforcement and public safety organizations use computer vision for evidence analysis, surveillance review, and weapon detection. Transportation agencies monitor traffic flow and license plate recognition. Manufacturing and energy companies track PPE compliance. Healthcare organizations process medical imaging and facility monitoring. Legal teams index video evidence for litigation. Any industry generating large volumes of visual data and needing structured, searchable output benefits from computer vision services.

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What analytics matter most for corporate training programs?

The most valuable training analytics go beyond view counts to show per-user completion rates, quiz performance by question, video heat maps revealing rewatch and drop-off patterns, and exportable compliance reports. These metrics help L&D teams identify which content works, which employees need additional support, and whether the organization can demonstrate training compliance during audits.

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What's the difference between Standard, Professional, and Premium?

All three plans include the full core DEMS feature set, including unlimited cases, secure evidence sharing, audit trails, tamper verification, multi-stream playback, and SSO/MFA. The plans differ in what AI capabilities are unlocked and how much processing capacity is included. Standard covers the essentials for evidence management. Professional adds AI transcription, translation, and cloud ingestion tools for teams that need to search and analyze content at scale. Premium adds AI-powered redaction built directly into the platform, so you can manage, analyze, and redact evidence all in one place without switching tools.

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How much faster is this than manual redaction?

Because the AI detects and masks faces and plates automatically across the footage, it removes the frame-by-frame manual blurring work that would otherwise be needed, significantly cutting the time it takes to prepare footage for a DSAR response.

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Can a DEMS handle evidence sharing with prosecutors and courts?

Yes. Modern digital evidence management platforms support secure sharing through limited-access URLs, per-user tokenized links, and portal-based access segregation. These mechanisms log every access event, maintaining chain of custody even after evidence leaves the agency. This replaces insecure methods like burning discs or emailing files, which create untracked copies.

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What types of information need redaction before DSAR sharing?

Faces, license plates, company badges, tattoos, computer screens, and anything that identifies others must be blurred. 

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How does an enterprise video platform compare to manual video encoding?

Manual encoding requires dedicated software (FFmpeg, HandBrake, Adobe Media Encoder), technical staff to manage transcoding jobs, and separate storage infrastructure. That's real overhead: licensing, training, and someone's time. VIDIZMO EnterpriseTube automates the entire pipeline: it accepts 255+ source formats, transcodes to delivery-optimized ABR renditions, applies storage tiers, and makes content searchable, all without manual encoding steps.

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How accurate is automatic license plate recognition?

Modern ALPR systems read plates with high accuracy in good conditions and use AI to handle low light, motion, and oblique angles. Accuracy drops with damaged plates, heavy weather, or non-standard formats. Most deployments require an officer to confirm a hit visually before acting on it, since a misread plate can match an unrelated vehicle.

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How is video evidence redacted for e-discovery production?

Video redaction applies visual obscuring to faces, license plates, and other sensitive visual content on a frame-by-frame basis, and mutes or bleeps spoken PII in the audio track. Redaction is applied to a production copy while the original unredacted file is preserved with its integrity hash intact.

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How does AI-powered redaction maintain accuracy when subjects move across frames?

AI-powered tools use object tracking to follow detected subjects such as faces or license plates across frames, even when they move, change position, or are partially obscured. This ensures redaction remains consistent throughout the footage without requiring manual corrections on a frame-by-frame basis.

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Do I get volume discounts as my usage scales?

Yes. Every consumable billing dimension, Processing Units, storage, bandwidth, tokens, and workflow executions, follows the same principle: higher usage tiers receive progressively lower per-unit pricing.

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What about other PII in parking lot footage beyond license plates?

 AI can detect and redact multiple object types simultaneously - faces, persons, vehicle types, and other identifiable objects - in the same processing pass alongside license plates. This eliminates the need for separate redaction rounds for different PII types. 

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Does AI redaction work for video evidence?

Yes. Platforms detect faces, persons, license plates, and vehicles across video frames with persistent tracking, so objects stay redacted even when they turn or briefly leave the frame. Audio tracks are handled separately with spoken PII detection. BWC, dashcam, surveillance, and deposition recordings are common inputs.

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How do I get an exact quote for my organization?

Because pricing depends on your product mix, user count, deployment type, and expected usage volume, the best way to get an exact number is to contact VIDIZMO directly for a tailored quote.

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Can a small department with a limited budget afford redaction software?

Yes. Modern redaction platforms are cloud-based, requiring no expensive on-premise servers, and are priced with predictable municipal subscription models. When weighed against the annual cost of personnel hours spent on manual redaction, plus the financial risk of a single privacy lawsuit, the ROI is strongly positive for most small agencies.

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Can insurance claim photos, videos, and recordings be redacted?

Yes. Insurance claim evidence often includes photos, videos, and recorded statements. Faces, license plates, and spoken identifiers can be redacted to protect privacy while preserving evidentiary value.

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What are the hidden costs of edge-based video AI?

Edge cameras are capped to whatever detectors the chip can hold, usually one or two, so adding a new detection type means a hardware project. There's also built-in vendor lock-in, and you pay for a processor in every camera even when most aren't doing hard work at any given moment, unlike a shared server-based compute pool.

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What information must be redacted from EMS incident footage before public release?

At minimum: patient faces and full bodies, spoken names and medical information, bystander and minor faces, license plates, house numbers, and any visible medical monitor data or documents in frame.

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How is pricing typically structured for enterprise video redaction and training delivery?

Common models include per minute processing for redaction workloads, user-based licensing for portal access, and storage tiers for different asset classes. During negotiations, align pricing to your expected volume, user count, and retention plans, and clarify any additional costs for integrations, support tiers, or new environments.

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Is customer support included in the plan pricing?

Support is part of VIDIZMO's overall offering alongside the platform itself; specific support tier details should be confirmed when requesting your plan quote.

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How do I get exact pricing for my organization?

Because cost depends on your specific mix of content volume, processing types, deployment model, and add-ons, the best next step is to book a meeting with VIDIZMO so a specialist can size a plan to your actual usage.

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Can I add more Named Users to my plan?

Yes. Additional Named User licenses can be added to any DEMS plan at any time. Simply contact the VIDIZMO sales team and the new seats will be provisioned under your existing subscription without requiring a plan change or a new contract.

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Can a unified redaction platform replace multiple existing software licenses?

Yes. A single unified platform typically replaces Adobe Pro, Adobe Premiere, standalone audio redaction tools, image editors, and video redaction plugins. One vendor, one license, and one interface reduces both direct software costs and the hidden cost of training investigators across four different tools.

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What PII categories can redaction software detect?

Basic tools detect text patterns like SSNs and credit card numbers. VIDIZMO Redactor detects 40+ PII categories across visual, audio, and text content: faces, license plates, vehicles, weapons, and custom objects in video; spoken names, addresses, phone numbers, and 33+ categories in audio; and text-based PII patterns in documents with OCR support for scanned files and handwritten content.

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How much video storage does a typical enterprise need?

It varies by industry and use case. Organizations producing regular training, recording meetings, and hosting live events often generate several terabytes per year. A good video CMS includes tiered storage (hot, cold, archive) with automated policies to manage cost as the library grows. Capacity planning conversations should start with your actual production volume and retention requirements.

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What types of PII does VIDIZMO Redactor detect and remove from audio and video?

VIDIZMO Redactor detects and removes a wide range of PII including faces, license plates, bystander identities, and audio PII such as names, addresses, dates of birth, and phone numbers. It also handles body-worn camera timestamps and supports frame-accurate review for manual adjustments.

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What types of content does AI redaction software handle?

VIDIZMO Redactor handles video, audio, and documents in a single workflow. On video, it detects and blurs faces, license plates, and other sensitive objects. On audio, it transcribes dialogue and flags personal information like Social Security numbers or home addresses for muting. This multimodal capability is essential for body cam and dashcam footage, which combines both.

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How much time can redaction software really save?

AI-based redaction tools can cut redaction time from 8+ hours to just a few minutes per file by automating detection of sensitive content and letting users apply redactions in bulk.

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How does cloud based evidence software handle public records requests?

Most platforms include tools to locate, review, and redact requested evidence before release. AI-assisted redaction automatically identifies and obscures faces, license plates, and sensitive information across video footage. Some platforms offer public records portals where requestors submit and track requests without direct staff involvement, reducing administrative burden significantly.

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Can I upgrade my plan mid-subscription?

Yes. You can upgrade from Standard to Professional or Premium at any time during your subscription. The additional cost is prorated for the remaining days in your current billing cycle, so you only pay for what you use. Downgrades take effect at your next renewal date.

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How do I monetize video content on a cloud platform?

Cloud platforms support three primary models: SVOD (subscription) for recurring revenue, TVOD (pay-per-view) for one-time purchases, and AVOD (advertising) for ad-supported content. Platforms like Dacast, Muvi, and JW Player support all three.

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Is a video training platform cost-effective for small businesses?

Yes, many video training platforms offer scalable pricing models, making it affordable for small and medium-sized businesses to streamline onboarding.

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What is the best redaction software for DSAR compliance?

The best redaction software for DSAR compliance is VIDIZMO Redactor because it supports end-to-end redaction across video, audio, images, and documents within a single platform. It uses AI to automatically detect and redact personal data such as faces, license plates, and spoken identifiers, while also providing manual review tools, bulk processing, and audit trails required for regulatory compliance. This makes it well-suited for organizations handling complex, media-heavy DSAR requests under laws like GDPR and CCPA.

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What does auto-renewal mean and can I cancel?

Your digital evidence management system subscription renews automatically at the end of each billing period to ensure uninterrupted access to your cases and evidence. You can cancel at any time before your renewal date to prevent the next charge. Annual plans are non-refundable. Once a billing cycle begins, no partial refunds or credits are issued.

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How does AI help law enforcement agencies respond to FOIA requests faster?

AI automates the most time-consuming part of FOIA compliance: redaction and review. AI models detect and redact faces, license plates, PII, and other exempt content from video, audio, and documents automatically. Redactions are mapped to the correct exemption codes, routed through quality assurance review, and packaged for release, reducing per-file processing time from hours to minutes and helping agencies meet legally mandated response deadlines consistently.

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