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Whisper Large-v3 on RTX 4060 Ti: Transcription Speed & Cost, Category: Benchmarks, Slug: whisper-large-v3-on-rtx-4060-ti-benchmark, Excerpt: Whisper Large-v3 benchmarked on RTX 4060 Ti: RTF 0.12, 8.3x real-time processing, VRAM usage, and cost per audio hour., Internal links: 8 –>

Whisper Large-v3 benchmarked on RTX 4060 Ti: RTF 0.12, 8.3x real-time processing, VRAM usage, and cost per audio hour., Internal links: 8 -->

The RTX 4060 Ti is dramatically over-specified for Whisper alone. That is not a criticism — it is an opportunity. With 16 GB of VRAM and only 3.6 GB consumed by the model, the 4060 Ti begs to be used for multi-model deployments. But first, the transcription numbers from our GigaGPU benchmark.

Transcription Throughput

MetricValue
Real-Time Factor (lower = faster)0.12
Processing speed8.3x real-time
Audio hours processed per GPU-hour8.3
PrecisionFP16
Performance ratingVery Good

Benchmark conditions: FP16 inference, single-stream processing, 16kHz input audio, English language. faster-whisper backend with CTranslate2 optimisation.

VRAM: The Multi-Model Opportunity

ComponentVRAM
Model weights (FP16)3.1 GB
Audio buffer + runtime~0.5 GB
Total RTX 4060 Ti VRAM16 GB
Free headroom~12.9 GB

Nearly 13 GB free. Enough for a full 7B-parameter LLM alongside Whisper. Imagine a pipeline: audio comes in, Whisper transcribes it, an LLM summarises the transcript and extracts action items — all on one £99/mo card. That is the kind of workflow the 4060 Ti enables. Check our Stable Diffusion hosting page for how image models fit alongside audio workloads.

Cost Analysis

Cost MetricValue
Server cost£0.50/hr (£99/mo)
Cost per audio hour£0.060
Audio hours per £116.7

Six pence per audio hour — essentially the same per-hour cost as the RTX 3090, but at £50/mo less for the server itself. If transcription is your primary workload, the 4060 Ti gives you 3090-tier efficiency at a lower monthly commitment. Full data on the benchmark dashboard.

The Sweet Spot for Speech Pipelines

Teams building voice-driven products should look hard at this card. The combination of 8.3x transcription speed, 13 GB free VRAM, and £99/mo pricing makes the 4060 Ti arguably the best-value Whisper server configuration we offer. For enterprises needing even faster processing, the RTX 3090 hits 12.5x at £149/mo. Detailed guidance in our best GPU for Whisper comparison.

Quick deploy:

docker run --gpus all -p 9000:9000 ghcr.io/fedirz/faster-whisper-server:latest

Related: Whisper hosting guide, all benchmarks.

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