Modulate ToxMod
Audio-native voice AI for real-time fraud, compliance, and deepfake detection.
ToxMod is the most complete audio-native voice intelligence suite we've seen: #1 on Hugging Face for both transcription and deepfake detection, with real-time behavior analysis that transcription-only tools miss. It's enterprise-priced, so small teams with basic needs should look elsewhere — but for fraud, compliance, and safety monitoring at scale, it's the clear leader.
Verified 10d ago · liveness 70/100 · cite: rightaichoice.com/tools/modulate-toxmod
- Enterprises with high-volume voice interactions (contact centers, fintech, gaming)
- Trust & safety teams needing real-time voice moderation and escalation
- Fraud prevention teams targeting vishing, impersonation, and deepfakes
- Compliance teams monitoring for policy violations in voice interactions
- Small businesses with low call volumes or limited budget
- Teams needing only basic transcription without behavior analysis
- Text-only channels (SMS, chat) — ToxMod is voice-focused
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Skip ToxMod if you need only basic transcription, have low call volumes, or lack the engineering resources to integrate an API — it's built for high-volume voice risk detection and is overkill for simple needs.
Overage costs: going beyond your included audio hours in a credit bucket incurs pay-as-you-go rates, which can spike at high volume.
ToxMod's pay-per-hour model suits enterprises with predictable voice volumes; it's cheaper than hiring human QA teams but pricier than basic transcription APIs. For high-volume safety and fraud detection, it's cost-effective compared to alternatives like AWS Transcribe + custom models.
In short
Modulate ToxMod — Audio-native voice AI for real-time fraud, compliance, and deepfake detection. Best for Enterprises with high-volume voice interactions (contact centers, fintech, gaming), Trust & safety teams needing real-time voice moderation and escalation, Fraud prevention teams targeting vishing, impersonation, and deepfakes. Free to start; paid plans from $0.025.
What's new in Modulate ToxMod
Checked 10 days agoAcross the latest 3 updates: 3 news mentions.
Voice Analytics: Use Cases, Applications, and the Future of Audio Intelligence
Modulate explores voice analytics use cases and the future of audio intelligence.
AI Monitoring Trends for 2026: Fraud, Guardrails, and Conversation Intelligence
Modulate discusses AI monitoring trends for 2026, covering fraud, guardrails, and conversation intelligence.
AI Fraud Detection for Insurance: What Voice Reveals That Data Can’t
Modulate explores AI fraud detection in insurance, highlighting voice as a key signal.
What people actually say about Modulate ToxMod — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
8 mentions across 1 source (YouTube) · researched Jul 23, 2026.
Average across the 1 source that answered — each source counts once, not each post.
- +Detects 150+ behaviors including vishing, impersonation, deepfakes.
- +Audio-native analysis catches tone, emotion, and hesitation.
- +Deepfake detection ranked #1 on Hugging Face.
- +Multi-speaker diarization and emotion analysis included.
- +Lower cost per hour for transcription than competitors.
- −Gaming users feel privacy is invaded by constant recording.
- −Partnership with ADL draws criticism as politically motivated.
- −Enterprise pricing may be too high for small businesses.
- −Limited community feedback outside gaming controversy.
- −Overkill for teams needing only basic transcription.
- • Enterprise pricing not public; may require sales call
Viability Score
How well maintained and how widely used is Modulate ToxMod? 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: September 2026
How we score →Key Features
- Real-time voice risk detection with 150+ behaviors
- Deepfake detection (98.9% accuracy, #1 Hugging Face)
- AI music & singing detection with per-window scoring
- Emotion detection (20+ emotions, time-aligned)
- Accent identification (per-speaker labels)
- Language detection (100 languages from 30 seconds)
- Multilingual transcription (70+ languages with diarization)
- English Fast transcription, 70x real-time throughput
- PII/PHI redaction from audio and transcripts (100+ entity types)
- Velma Triage flagship risk-detection model
- ToxMod for content moderation in social & gaming
- AI agent guardrails for human and AI agents
- Batch REST API and real-time WebSocket streaming
- Modulate Platform with plain-language risk alerts
- Pay-as-you-go pricing with free credits
About Modulate ToxMod
Modulate ToxMod is an audio-native voice AI platform that analyzes conversations in real time to detect fraud, compliance violations, harassment, and deepfakes. Built for enterprises in contact centers, gaming, financial services, and trust & safety teams, ToxMod uses Velma — a suite of over 100 specialized models that capture tone, emotion, hesitation, stress, and speaker dynamics — going far beyond transcription-based tools. Unlike legacy NLP-only tools, ToxMod's audio-first approach catches what words miss, making it a critical layer for high-stakes voice interactions. The platform offers two primary ways to work: the Modulate Platform lets you describe a problem in plain language and get real-time alerts without writing code, while the Velma API gives developers raw model access to build custom solutions. With Velma Triage as the flagship model, it identifies risks like fraud, churn, and policy violations, and surfaces them for human review. ToxMod also includes dedicated fraud prevention features, AI agent guardrails, and deepfake detection — which holds the #1 spot on the Hugging Face leaderboard. Pricing is self-serve and pay-as-you-go per hour of audio processed, with a free tier and credit-based options. Per-model rates start at $0.01/hr for language detection and go up to $1.25/hr for the full Velma behavior suite. There's also a transcription tier that ranks #1 on Hugging Face's Open ASR Leaderboard, with English Fast at $0.025/hr batch and $0.05/hr streaming. Where ToxMod fits best is in high-volume voice environments where missing a fraud attempt or compliance violation carries real cost. It's overkill for basic transcription-only needs, but for teams that need to hear risk in the voice itself — deepfakes, impersonation, stress, deception — it's the most complete voice intelligence suite available.
Behind the Verdict
Modulate ToxMod stands out because it is audio-native. Most voice AI tools start with transcripts, but ToxMod's Velma models process the audio itself, capturing tone, emotion, stress, and hesitation. This lets it catch fraud and abuse that word-based systems miss. The platform has two entry points: the Modulate Platform for business users who describe a problem in plain language and get alerts, and the Velma API for developers who want raw model access. This dual approach makes it accessible to both non-technical teams and engineers. The deepfake detection is particularly strong — it holds the #1 spot on Hugging Face's leaderboard with 98.9% accuracy from just 3 seconds of audio. The transcription models also lead their benchmarks, with English Fast achieving 70x real-time throughput. For high-volume environments like contact centers, gaming, and financial services, this tool can surface issues that human listeners or text-based tools would miss. However, ToxMod is not for everyone. The API is pay-per-hour, and at scale it can get expensive without a custom enterprise plan. It requires integration work — there's no plug-and-play UI for non-developers, though the Platform offers a low-code alternative. It also depends on a stable internet connection and offers no offline mode. Small teams with limited budgets or basic transcription needs will find cheaper options. But for enterprise-grade voice intelligence, ToxMod is the most comprehensive option we've evaluated.
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Real-world workflow fit
Concrete scenarios for the personas Modulate ToxMod actually fits — and what changes day-one when you adopt it.
Implement real-time fraud alerts on customer calls
Outcome: Set up Velma Triage with 10 behaviors to flag suspicious patterns; alerts surface in seconds for manual review, cutting response time.
Moderate voice chat in multiplayer games
Outcome: Use ToxMod to detect toxic behavior and escalate in real time, reducing manual moderation workload and improving player safety.
Build custom voice moderation pipeline
Outcome: Integrate Velma API to stream audio, detect deepfakes and harassment, and route alerts to your existing tools.
Use Cases
- Moderate toxic behavior in multiplayer voice chat in real time
- Detect and escalate hate speech or harassment during live gameplay
- Enforce community guidelines with custom voice policy rules
- Review recorded voice sessions post-match for manual moderation
- Protect contact center agents from abusive callers with live alerts
- Identify fraud and impersonation in financial services voice calls
- Monitor AI agent interactions for compliance and safety
Models Under the Hood
as of 2026-08-31
Limitations
- ToxMod's real-time capabilities depend on a stable internet connection with low latency; offline use is not supported.
- The API pricing per audio hour can become expensive at very high volumes without a custom enterprise plan.
- Integration requires development work—there's no plug-and-play UI for non-technical teams.
as of 2026-08-28
Verification history
We have re-verified Modulate ToxMod 16 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-checked, vendor evidence unchanged
- — 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 16 verification passes.
Free to cite with attribution — this page re-verifies continuously.
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 Modulate ToxMod tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free
$0
Ideal for
Developers evaluating the API who want to test models with free credits before committing.
What this tier adds
Starting tier: sign up with credits to get self-serve access to all models, batch and streaming.
Deepfake Detection (Batch/Streaming)
$0.25/hr
Ideal for
Teams needing to flag AI-generated voices in real time, such as fraud prevention in finance or trust & safety in social platforms.
What this tier adds
Adds deepfake detection at $0.25/hr, #1 on Hugging Face, verdict from 3 seconds of audio.
Transcription English Fast (Batch)
$0.025/hr
Ideal for
Organizations needing fast, accurate English-only transcription for archived recordings.
What this tier adds
Dedicated English-only transcription at $0.025/hr batch, 70x real-time throughput, #1 on Open ASR Leaderboard.
Transcription English Fast (Streaming)
$0.05/hr
Ideal for
Live call centers or real-time monitoring where low-latency English transcription is required.
What this tier adds
Streaming version for real-time WebSocket, slightly higher price at $0.05/hr.
Transcription Multilingual (Batch)
$0.03/hr
Ideal for
Multinational companies needing transcription in 70+ languages with speaker diarization.
What this tier adds
Expands to multilingual support with add-ons for emotion, accent, and PII/PHI tagging.
Transcription Multilingual (Streaming)
$0.06/hr
Ideal for
Real-time multilingual transcription needs, such as global customer support.
What this tier adds
Streaming version for multilingual, real-time WebSocket at $0.06/hr.
Velma - up to 10 behaviors
$0.75/hr
Ideal for
Teams wanting comprehensive conversation understanding with configurable behaviors and summaries.
What this tier adds
Unlocks Velma ensemble with up to 10 behaviors, diarization, speaker roles, topics & sentiment, and call summary.
Velma - up to 25 behaviors
$1.25/hr
Ideal for
Enterprises needing the most capable ensemble for high-stakes voice risk detection.
What this tier adds
Top tier with up to 25 behaviors and full 150+ behavior library, streaming and batch.
Where the pricing makes sense
The company stage and team size where Modulate ToxMod's pricing actually pencils out — and where peers do it cheaper.
ToxMod's pay-per-hour model suits enterprises with predictable voice volumes; it's cheaper than hiring human QA teams but pricier than basic transcription APIs. For high-volume safety and fraud detection, it's cost-effective compared to alternatives like AWS Transcribe + custom models.
Setup time & first value
How long it actually takes to get something useful out of Modulate ToxMod — broken out by persona, not the marketing-page minute.
Modulate Platform: minutes to create an account and set up plain-language risk alerts (no code). Velma API: under 5 minutes to get a key and make your first call, but full production integration may take days to weeks depending on your use case.
Switching to or from Modulate ToxMod
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From speech analytics tools (like CallMiner): export recordings and use ToxMod's API to batch analyze for risk behaviors.
- →From transcription-only services (like AWS Transcribe): switch to ToxMod for audio-native features without losing transcription.
- →From manual QA teams: upload existing call recordings for retroactive analysis to baseline risk levels.
- ↗To custom ML models: export alert data via API and train your own models if you need full control.
- ↗To simpler transcription tools: use ToxMod's transcription API or export transcripts before migrating.
- ↗To on-prem solutions: plan a hybrid approach since ToxMod is cloud-only; export data and integrate with on-prem storage.
Resources & Guides
Tutorials & Learning
Official links
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