Resemble AI
Multimodal deepfake detection and watermarking for enterprise — audio, video, and images via one API.
Resemble AI is the pick when deepfake detection has to span audio, video, and images under one API with results you can defend in an audit. DETECT-World's physics-based approach, the 99.5% self-published audio benchmark, and C2PA issuing status are technical and compliance differentiators rather than marketing. Flex is genuinely free to start — $0/mo with pay-as-you-go credits at $0.035 per audio second — so you can test before committing, while Team at $350/mo ($280/mo billed annually) drops audio detection to $0.015 per second. Teams that only need audio detection pay for breadth they will not use, and usage rates stack on top of the subscription. Compare Hive AI and Reality Defender
Verified 8d ago · liveness 78/100 · cite: rightaichoice.com/tools/resemble-ai
- Enterprises needing audio, image, and video detection under one API
- Finance and telco teams fighting voice fraud and executive impersonation
- Media organizations needing watermarking plus C2PA provenance
- Government, healthcare, and defense teams requiring on-prem or air-gapped deployment
- Teams that need audio-only detection and nothing else
- High-volume video screening on a tight budget, where per-second rates add up
- Buyers who want one flat fee with no usage-based processing rates
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Skip Resemble AI if you need audio-only deepfake detection and nothing else — you would be paying subscription plus per-second rates for image and video models you will never call, and Hive AI or Reality Defender cover that narrower need.
Audio detection is billed per second of processed audio — $0.035/sec on Flex, $0.015/sec on Team and Business — so a busy contact center's monthly processing line can dwarf the subscription fee.
Flex is free to start ($0/mo, credits never expire), which makes it the cheapest way to trial multimodal detection anywhere in this category. Team at $350/mo ($280/mo billed annually) fits a 5-seat security or trust-and-safety pod moving into production, and Business at $1,000/mo ($800/mo billed annually) is the tier where 20 seats and SSO arrive. Reality Defender and Hive AI are the direct price comparisons; Resemble's per-second audio rate on Team ($0.015) is competitive, but the layered
In short
Resemble AI — Multimodal deepfake detection and watermarking for enterprise — audio, video, and images via one API. Best for Enterprises needing audio, image, and video detection under one API, Finance and telco teams fighting voice fraud and executive impersonation, Media organizations needing watermarking plus C2PA provenance. Free to start; paid plans from $350/mo.
What's new in Resemble AI
Checked 8 days agoAcross the latest 5 updates: 1 feature update, 1 launch, 2 changelog entries and 1 news mention.
Introducing DETECT-World: The First World Model for Deepfake Detection
Resemble released DETECT-World, a world-model detection architecture that checks physics rather than memorized generator signatures, covering audio, image, and video.
The H1 2026 Deepfake Threat Report
Resemble published its H1 2026 Deepfake Threat Report covering synthetic media attack trends, fraud losses, and enterprise defense strategies.
Speech-to-Text upgraded to Gemini 3.5
Resemble Voice upgraded its Speech-to-Text backend to Gemini 3.5 for improved transcription accuracy.
C2PA detection fallback in Detect
Resemble Detect now falls back to reading C2PA content credentials when present, supporting provenance-based verification.
Audio DFD model update: 4% EER
A new audio deepfake detection model was deployed with equal error rate down to 4%, plus higher precision, recall, and VoIP robustness.
Viability Score
How well maintained and how widely used is Resemble AI? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Multimodal deepfake detection for audio, video, and images
- DETECT-World world model with artifact- and physics-based detection
- DETECT-3B-Omni detection model covering image and video
- V-JEPA 2 video backbone for visual detection
- Audio deepfake detection model at 4% equal error rate with VoIP robustness
- PerTH V2 multimodal watermarking with implicit and explicit marks
- Watermarking report view summarizing embedding and detection
- C2PA signing and C2PA content-credential detection fallback
- SynthID detection for provenance checks
- Resemble Intelligence with structured, human-readable, auditable results
- Resemble Identity voice and likeness enrollment with Face Match API
- Person vs. brand identity types
- Resemble Meetings real-time detection on major meeting platforms
- Native Microsoft Teams integration with no bot joining the call
- Deepfake Detection Chrome extension for in-browser checks
About Resemble AI
Resemble AI is a deepfake detection and watermarking platform for enterprises that need to verify, detect, and act on synthetic media. A single REST API covers audio, image, and video, returning deterministic scores plus plain-language explanations you can attach to a fraud, trust-and-safety, or identity workflow. Resemble Detect is now led by DETECT-World, which Resemble describes as the first world model for deepfake detection — it pairs artifact matching with physics-based checks that flag deviations from physical reality, so coverage extends to generators the model has not been trained on. The site's own benchmarks are 99.5% for audio, 95.8% for images, and 98% to 98.2% for video; the video number is internal, with external validation listed as in progress. Around the detector sit Resemble Intelligence for auditable structured results, PerTH multimodal watermarking (now the PerTH V2 engine, with implicit invisible marks and explicit custom messages), Identity enrollment for voice and likeness matching including a Face Match API, and C2PA signing with SynthID detection and a C2PA reading fallback inside Detect. Deployment ranges from self-serve API keys through guided on-prem or air-gapped installs, alongside SOC 2 Type II, ISO 27001, and GDPR compliance. Detection runs in carrier call infrastructure, inside Microsoft Teams with no bot joining the call, and in the browser via a Chrome extension. Resemble also generates speech, which is unusual for a detection vendor and useful when your security team needs to produce samples or test voices. Buyers are typically finance, telco, media, healthcare, and public sector teams facing executive impersonation, contact-center fraud, dispute and claim verification, and KYC risk. If you only need audio detection, Hive AI and Reality Defender are the names you will weigh against it.
Behind the Verdict
Resemble AI started as a voice synthesis company and rebuilt its enterprise story around detection, and that history shows up in the product in useful ways. The detector is not one model with three output labels — audio, image, and video each have their own lineage, and the current generation is DETECT-World, which Resemble positions as the first world-model architecture for detection: instead of fingerprinting known generators, it checks whether the content obeys physical reality. That matters because the generator landscape moves faster than any signature database. Image and video coverage arrived in DETECT-3B-Omni, with V-JEPA 2 as the video backbone, and the audio side moved to a new model in June 2026 with a 4% equal error rate plus better precision, recall, and VoIP robustness — the VoIP detail is the one practitioners care about, because contact-center fraud arrives over compressed telephony audio. The second half of the platform is provenance. PerTH watermarking now runs on the V2 engine, supports implicit invisible marks and explicit custom messages, and ships with a dedicated report view summarizing embedding and detection. Resemble is an approved C2PA issuer, signs outputs, and detects SynthID; Detect itself added a C2PA content-credential fallback in June 2026, so a file with intact provenance metadata can still be verified even when the detector is uncertain. For media and public sector teams that have to answer "where did this come from?" in writing, that combination is the reason to pick Resemble over a pure classifier. Where it fits: fraud and contact-center teams that want alerts before a call ends, meeting platforms where synthetic voices and faces join live, KYC and onboarding flows, and law enforcement work that needs reproducible reports — printed deepfake reports now include a video thumbnail and the analysis heatmap. Meetings integration is now native inside Microsoft Teams with no bot joining the call and silent org-wide rollout by admins. Where it does not fit: if you only need audio detection, you are paying for image and video models you will never call. If you screen high volumes of long video, the $0.03 to $0.07 per second rates compound quickly, and the video benchmark is explicitly internal with external validation still in progress — read that honestly before you build a procurement case on it. And the pricing model is subscription plus usage: Flex is $0/mo with credits that never expire, Team is $350/mo ($280/mo billed annually), and Business is $1,000/mo ($800/mo billed annually), with SSO locked to Business. Budget for the processing line, not just the seat line.
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Real-world workflow fit
Concrete scenarios for the personas Resemble AI actually fits — and what changes day-one when you adopt it.
Wire Resemble Detect into carrier call infrastructure via the REST API, using the audio model's VoIP-robust detection to score inbound calls in real time and route flagged sessions to a fraud analyst before the call ends.
Outcome: Agents get an alert while the caller is still on the line, and the Intelligence output gives a plain-language reason the analyst can attach to the case file.
Run uploaded audio, image, and video through one detection pipeline, then watermark approved originals with PerTH implicit marks and sign them with C2PA before publishing so downstream platforms can verify provenance.
Outcome: UGC is either allowed with provenance attached or taken down with a reproducible report, and the watermark report view documents each embedding and detection event.
Deploy the native Microsoft Teams integration so admins can enable it silently org-wide, with no bot joining the call, and turn on meetings security notifications for the security channel.
Outcome: Deepfakes in internal and external meetings surface to the SOC without participants installing anything, and org-wide calendar integration keeps coverage aligned with the meeting schedule.
Use Cases
- Detect synthetic voices in carrier call infrastructure and alert the team before the call ends
- Screen live meetings for synthetic voices and faces without a bot joining the call
- Verify an individual's voice or likeness before account onboarding or KYC approval
- Sign and verify C2PA provenance on published media at publish time
- Produce reproducible, court-ready deepfake reports for law enforcement forensics
- Triage sexualized deepfake and CSAM material without exposing subjects
- Verify documents and receipts behind an insurance or dispute claim
- Check user-generated content for synthetic manipulation before allow or takedown
Models Under the Hood
as of 2026-09-15
Limitations
- Detection is priced by usage on top of a subscription: audio runs $0.035 per second on Flex and $0.015 per second on Team and Business, video $0.070 and $0.030 per second respectively, so long-video screening is the expensive path.
- The published image (95.8%) and video (98%–98.2%) accuracy figures are Resemble's own; the site states image and video benchmarks are internal with external validation still in progress, while audio is cited on the Podonos benchmark.
- SSO, large file uploads, batch uploads, and meetings security notifications are gated behind higher tiers — SSO starts at Business.
- Voice cloning requires a minimum audio sample, and legacy voice models are being deprecated in favor of the current generation.
- The platform is broader than teams doing simple text-to-speech work need.
as of 2026-09-29
Verification history
We have re-verified Resemble AI 21 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 21 verification passes.
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12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Resemble AI tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Flex
$0/mo
Ideal for
Builders and small security teams trialling multimodal detection before committing to a subscription.
What this tier adds
Free entry point at $0/mo — pay-as-you-go credits with no subscription fee, 1 seat, and detection rates of $0.035 per audio second and $0.070 per video second.
Team
$350/mo ($280/mo billed annually)
Ideal for
A 5-seat security, fraud, or trust-and-safety pod putting detection into production.
What this tier adds
Adds lower usage rates ($0.015 per audio second, $0.030 per video second), Intelligence for meetings, large file uploads, batch uploads, and 5 seats for $350/mo ($280/mo billed annually).
Business
$1,000/mo ($800/mo billed annually)
Ideal for
Larger organizations scaling detection across multiple teams with compliance requirements.
What this tier adds
Adds SSO, org-wide calendar integration for meetings, meetings security notifications, configurable deployment growth, and 20 seats for $1,000/mo ($800/mo billed annually).
Enterprise
Custom
Ideal for
Regulated finance, telco, government, healthcare, and defense buyers needing on-prem or air-gapped deployment.
What this tier adds
Adds volume pricing, enterprise SLAs, custom model training, dedicated support, on-premises deployment, and SOC 2 documentation under a custom contract.
Where the pricing makes sense
The company stage and team size where Resemble AI's pricing actually pencils out — and where peers do it cheaper.
Flex is free to start ($0/mo, credits never expire), which makes it the cheapest way to trial multimodal detection anywhere in this category. Team at $350/mo ($280/mo billed annually) fits a 5-seat security or trust-and-safety pod moving into production, and Business at $1,000/mo ($800/mo billed annually) is the tier where 20 seats and SSO arrive. Reality Defender and Hive AI are the direct price comparisons; Resemble's per-second audio rate on Team ($0.015) is competitive, but the layered
Setup time & first value
How long it actually takes to get something useful out of Resemble AI — broken out by persona, not the marketing-page minute.
Flex is self-serve: pip install the SDK, drop in an API key, and you get a first detection result in minutes. Team and Business add batch uploads and larger files, so a production pipeline is typically a day of integration work. Native Microsoft Teams rollout is admin-configured and can be pushed silently across the org — no per-user install. On-prem and air-gapped Enterprise deployments are
Switching to or from Resemble AI
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From a single-modality audio detector: point the existing ingest at the Resemble Detect API and gain image and video coverage from the same endpoint and key.
- →From manual analyst review: replace spot-checking with API scoring plus Intelligence output, then attach the resulting report to the existing case-management record.
- →From no provenance workflow: add PerTH watermarking and C2PA signing at publish time, since Resemble is an approved C2PA issuer and Detect reads C2PA credentials as a fallback.
- ↗To an audio-only detector (Hive AI, Reality Defender): swap the Detect call for a single-modality endpoint if image and video coverage is unused.
- ↗To a general moderation API: route obvious policy violations to your content-moderation vendor and keep Resemble only for synthetic-media verification.
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Resemble AI”, and we withheld 5: 5 could not be judged, because “Resemble AI” is a single word that other videos use for other things. Showing the 1 we can prove is about Resemble AI.
Official links
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