Modulate ToxMod
Audio-native voice AI that flags deepfakes, fraud and policy violations in live conversations by analysing how something is said, not just what is said
Modulate is priced like insurance, not infrastructure, and that framing holds. If one impersonation call or one skipped verification step costs you five figures, $0.25/hr for deepfake detection (with a $0.05 minimum per API call) is cheap. If you are buying a transcript engine, you are overpaying badly against Deepgram or AssemblyAI — go there. Buy Modulate for Velma Triage at $0.75/hr (up to 10 behaviours) or $1.25/hr (up to 25) when transcripts alone leave your supervisors reading instead of acting, and compare against a DIY stack of speech-to-text plus an LLM judge before committing at volume.
Verified 8h ago · liveness 70/100 · cite: rightaichoice.com/tools/modulate-toxmod
- Contact centres and CX teams needing real-time fraud and compliance alerts on live calls
- Insurance and banking verification desks screening for impersonation and social engineering
- Trust and safety teams moderating gaming and social voice channels with ToxMod
- Developers adding voice guardrails or per-call triage to AI agent pipelines via the API
- Teams with low monthly call volume where per-hour analysis rates never amortise
- Buyers who only need the cheapest possible speech-to-text with no behaviour analysis
- Text-only channels like chat, SMS or email — the models are audio-native
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Skip Modulate ToxMod if you are buying transcription at commodity rates or need an on-premise, air-gapped deployment — the per-hour analysis rates only make sense when a missed impersonation or moderation failure costs more than the audio bill.
Streaming audio in real time roughly doubles the batch rate — English Fast goes from $0.025 to $0.05 per hour, multilingual from $0.03 to $0.06, PII/PHI redaction from $0.05 to $0.08 — so live monitoring costs
Fits mid-market and enterprise buyers whose fraud or moderation exposure per incident runs into five figures — at $0.75-$1.25/hr for Velma Triage the maths works. Below a few hundred hours of audio a month, pay-as-you-go never amortises and a cheaper hosted speech-to-text plus manual QA is the better spend; Deepgram and AssemblyAI charge a fraction of the $0.025-$0.05/hr transcription rate but do none of the behaviour analysis.
In short
Modulate ToxMod — Audio-native voice AI that flags deepfakes, fraud and policy violations in live conversations by analysing how something is said, not just what is said. Best for Contact centres and CX teams needing real-time fraud and compliance alerts on live calls, Insurance and banking verification desks screening for impersonation and social engineering, Trust and safety teams moderating gaming and social voice channels with ToxMod. Free to start; paid plans from $0.02.
No head-to-head comparison for Modulate ToxMod yet — the alternatives below are the closest matches we list.
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: October 2026
How we score →Key Features
- Deepfake and synthetic voice detection with 98.9% accuracy and a verdict from 3 seconds of audio
- Velma Triage with 150+ configurable behaviours, diarization, speaker roles, topics and sentiment
- Automatic summary generated for each analysed call
- PII/PHI redaction across 100+ entity types producing a redacted transcript plus clean audio
- Batch REST for uploaded files plus real-time WebSocket streaming for most models
- English Fast transcription at 70x real-time throughput, top ranked on Hugging Face
- Multilingual transcription across 70+ languages with diarization
- Emotion detection across 20+ emotions, time-aligned per speaker
- AI music and synthetic singing detection with independent vocal and instrumental scoring per 4-second window
- Accent identification with per-speaker labels
- Language detection for 100 languages from the first 30 seconds of audio
- Audio event detection scoring files against 42 non-speech event classes
- Voicemail and answering-machine detection
- Music vs speech separation at frame level (~192 ms)
- ToxMod voice moderation for social and gaming communities
About Modulate ToxMod
Modulate builds voice intelligence on its Ensemble Listening Model (ELM) architecture, which analyses audio signals alongside speech content instead of discarding the audio after transcription. The company sells into two paths: the Modulate Platform, where an enterprise describes in plain language what it wants to prevent — fraud, churn, compliance violations, abuse — and gets real-time alerts on live conversations without engineering work, and the Modulate API, a self-serve, pay-as-you-go set of models behind one key and five model families. Modulate cites 563 million hours of conversations processed and 40M+ unique business risks detected, and claims its ELM architecture is 2x-4x more accurate than LLM reasoning over transcripts. ToxMod, the same stack aimed at trust and safety, is sold separately for gaming and social voice moderation, with Activision SVP & CTO Natasha Tatarchuk as a named reference. What you actually get: deepfake and synthetic voice detection at 98.9% accuracy with a verdict from three seconds of audio, Velma Triage with 150+ configurable behaviours plus diarization, speaker roles, topics, sentiment and a per-call summary, and PII/PHI redaction across 100+ entity types from both audio and transcript. Detection models cover 20+ emotions, accents, 100 languages, AI music and synthetic singing, voicemail, and 42 non-speech event classes. English Fast transcription runs at 70x real-time, with multilingual across 70+ languages. In January 2025 Modulate also promoted top placement on Hugging Face's transcription benchmark, alongside its #1 ranking on the deepfake detection leaderboard.
Behind the Verdict
Modulate's core argument is that transcription throws away the evidence. Its ELM architecture scores audio signals and speech content together, and the vendor claims 2x-4x better conversation understanding than LLM reasoning over transcripts. You don't have to accept the marketing to see the practical consequence: a model that hears stress, accent, emotion and non-speech events can flag an executive impersonation attempt or a caller escalating toward a threat in the moment, not in a QA review three days later. The API is unusually granular and honestly priced per hour of audio. English Fast transcription is $0.025/hr in batch and $0.05/hr streaming; deepfake detection is $0.25/hr either way with a $0.05 minimum per call; Velma Triage is $0.75/hr for up to 10 behaviours and $1.25/hr for up to 25. Add-ons are line-itemed too — emotion at $0.02/hr and accent at $0.01/hr as multilingual transcription add-ons. That transparency is a strength: you can estimate a bill before you build. The weaknesses follow the same honesty. Streaming costs roughly double batch on English Fast ($0.05 vs $0.025), multilingual ($0.06 vs $0.03) and PII/PHI redaction ($0.08 vs $0.05), so the real-time pipelines that make fraud prevention useful are the expensive ones. The API is developer work — you are streaming audio in and handling alerts out. The Modulate Platform is the no-code path, but it is an enterprise conversation, and nothing in the available material describes offline, on-premise or air-gapped deployment, which rules it out for regulated buyers with data-residency constraints. Where it fits: contact centres and CX teams with live fraud exposure, insurance and banking verification desks, QA teams auditing recorded calls at volume, developers putting guardrails on AI voice agents. Where it doesn't: text-only channels, low-volume shops where per-hour rates never amortise, and anyone who wants a flat per-seat price. ToxMod is a separate purchase for gaming and social trust-and-safety teams — Activision's CTO is the named reference, and that is the buyer profile.
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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.
Stream live inbound calls through the Modulate API with deepfake detection and Velma Triage configured for executive impersonation, identity verification mismatch and security protocol bypass.
Outcome: Supervisors get alerts on the call as it happens — the sample dashboard shows 93% fraud confidence on an executive impersonation attempt — instead of discovering the loss in a post-call audit.
Sign up self-serve, get one API key, and pipe agent conversations through Triage plus PII/PHI redaction before storing transcripts.
Outcome: Agent calls are scored for policy adherence and the stored audio and transcripts are redacted across 100+ entity types, at $0.75/hr Triage plus $0.05/hr batch redaction.
Route multiplayer voice channels through ToxMod to flag disruptive behaviour in real time, the way Activision describes using it.
Outcome: Moderation teams act on live reports rather than player-submitted clips hours later, with enforcement decisions grounded in audio the transcripts would have flattened.
Use Cases
- Alert contact centre supervisors in real time when a caller impersonates an executive to extract payment credentials
- Flag identity verification failures in banking and insurance calls when details mismatch across prompts
- Catch agents skipping security verification steps and granting account access to unverified callers
- Surface unresolved billing disputes from prior calls before they escalate
- Detect physical threats against support agents and route them for escalation
- Moderate toxic behaviour in multiplayer voice chat for gaming and social platforms with ToxMod
- Score AI voice agent interactions for compliance and policy adherence
- Redact PII and PHI from recorded calls before storing or sharing transcripts
Models Under the Hood
as of 2026-10-16
Limitations
- The API is developer work: streaming audio into the Velma models means building against REST or WebSocket endpoints, and the no-code Modulate Platform is the alternative for enterprise buyers.
- Pricing is per hour of audio processed, so cost scales with volume rather than seats — high-volume deployments should model a committed credit bucket before signing.
- Streaming runs roughly double batch for English Fast transcription ($0.05 vs $0.025/hr), multilingual transcription ($0.06 vs $0.03/hr) and PII/PHI redaction ($0.08 vs $0.05/hr), so the real-time pipelines that make fraud prevention useful are the costly ones.
- Deepfake detection carries a $0.05 minimum per API call, which matters for short clips.
- Nothing in the available evidence describes offline, on-premise or air-gapped deployment, so regulated buyers with data-residency constraints should verify before committing.
- ToxMod is sold separately from the API and platform pricing above.
as of 2026-10-18
Verification history
We have re-verified Modulate ToxMod 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-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
- — 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.
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.
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.
Fits mid-market and enterprise buyers whose fraud or moderation exposure per incident runs into five figures — at $0.75-$1.25/hr for Velma Triage the maths works. Below a few hundred hours of audio a month, pay-as-you-go never amortises and a cheaper hosted speech-to-text plus manual QA is the better spend; Deepgram and AssemblyAI charge a fraction of the $0.025-$0.05/hr transcription rate but do none of the behaviour analysis.
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.
Developers: the vendor advertises integrating Velma in under five minutes via the quickstart, with one API key across five model families — realistically an afternoon to get streaming audio and alerts into a working prototype. Enterprise Platform buyers: longer, since it runs through a demo and configuration of the behaviours you want flagged. ToxMod deployments for gaming platforms are separate
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 Deepgram or AssemblyAI transcription: keep the same audio pipeline and swap the endpoint, adding Triage at $0.75/hr where transcripts alone were not actionable
- →From manual QA sampling: send recorded calls through Velma Triage in batch at $0.75/hr and let per-call summaries replace listening back
- →From a DIY LLM-over-transcript judge: feed audio directly to the ELM models instead of judging a flattened transcript, which the vendor claims is 2x-4x less accurate
- ↗To Deepgram or AssemblyAI: straightforward if you only used English Fast or multilingual transcription — same batch REST shape, materially lower per-hour rate
- ↗To a DIY stack: export transcripts and run your own LLM judge, accepting the accuracy loss the vendor attributes to transcript-only reasoning
- ↗To a managed contact-centre QA suite: budget for re-implementing behaviour configuration, since 150+ Triage behaviours do not port as a schema
Resources & Guides
Tutorials & Learning
AWS Partner Interview - Modulate.ai discusses toxicity monitoring solution, ToxMod
AWS for Games
ToxMod Overview: Dashboard and Live Stream
Modulate
YouTube returned 6 videos for “Modulate ToxMod”, and we withheld 4: 4 did not mention Modulate ToxMod. Showing the 2 we can prove are about Modulate ToxMod.
Official links
Tools that pair well with Modulate ToxMod
Common stack mates teams adopt alongside Modulate ToxMod, with the specific reason each pairing earns its keep.
Deepgram
Deepgram sells speech-to-text, text-to-speech and a one-call Voice Agent API, with Flux STT doing turn detection and interruption handling for live agents.
Presto Voice
Presto Voice AI takes drive-thru orders, upsells every car, and plugs into your POS
ElevenLabs
ElevenLabs does text to speech in 90+ languages, plus voice agents, dubbing, music and Scribe transcription on one shared credit pool.
Alternatives to Modulate ToxMod
View allDeepgram
Deepgram sells speech-to-text, text-to-speech and a one-call Voice Agent API, with Flux STT doing turn detection and interruption handling for live agents.
Presto Voice
Presto Voice AI takes drive-thru orders, upsells every car, and plugs into your POS
ElevenLabs
ElevenLabs does text to speech in 90+ languages, plus voice agents, dubbing, music and Scribe transcription on one shared credit pool.
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