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AI Token Router vs Groq: how to choose

Across 9 dimensions compared below, AI Token Router comes out ahead on 4 and Groq on 4, and 1 are a genuine tie -- so the honest answer is that it depends on which dimensions matter to your workload, and both sections naming a winner are on this page rather than only the flattering one.

Groq: Custom LPU silicon built for very fast inference. · Of the 9 dimensions below, Groq wins 4.

Raw throughput

AI Token Router

Standard GPU-class serving speeds

Groq

500–1000 tokens/sec on their published models — an architectural outlier, not a tuning claim

Hardware

AI Token Router

None owned

Groq

Own silicon (LPU/LPX) and a cost curve nobody renting GPUs can copy

Built-in agentic tooling

AI Token Router

Not offered — you bring your own tools

Groq

Compound and Compound Mini ship with web search and code execution built in

Speech-to-text

AI Token Router

Not offered — we do /v1/audio/speech (TTS) only

Groq

Whisper Large V3 and V3 Turbo, billed per hour of audio

Pricing transparency

AI Token Router

Every model's rate published, with the official rate beside it — 36–43% below official

Groq

No rate card on groq.com. Rates live in console docs for some models, and flagship Llama models are marked "Enterprise pricing" with no public number at all

Model catalog

AI Token Router

24 open-weight models catalogued across text, image, speech and video

Groq

A narrow production list — GPT-OSS and Llama text models plus Whisper. No image models, no video models

Video generation

AI Token Router

Yes — /v1/video/generations, billed at a fixed 5-second duration during rollout

Groq

None

Platform fee

AI Token Router

None. No minimum spend, no subscription

Groq

None published

Billing model

AI Token Router

Prepaid credits, self-serve; balance is a hard ceiling, exhaustion returns 429 insufficient_credits

Groq

Console billing, with a sales conversation standing between you and a price on their flagship models

Figures reflect each provider’s published information as of September 2026. If something here is out of date, tell us and we’ll correct it — including in Groq’s favour.

When you should choose Groq

If latency is the product — a voice agent, a live coding assistant, anything where a human is waiting on the first token — Groq wins and it is not close. Their speed comes from custom silicon rather than a scheduling trick, which means it holds up under load in a way GPU-based competitors cannot match by trying harder. They are also well capitalised and building serious capacity, and Compound gives you web search and code execution without wiring up tools yourself. If your workload is one or two big text models and you need them fast, go there.

When you should choose us

The gap worth knowing about is pricing: groq.com publishes no rate card, and their flagship Llama models are listed as "Enterprise pricing" rather than a number, so you cannot price your workload before you talk to someone. We publish every rate, with the model's official rate beside it. We also carry image and video models, which they do not carry at all.

Other comparisons

See for yourself

One base-URL change. About thirty seconds to your first call.