Compare models

Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

Perceptron Mk1.5Perceptron Remove
DeepSeek V4.1 FlashDeepSeek Remove
Transcribe 1 ProFish Audio Remove
Qwen3 ASR 1.7BQwen Remove

4 is the maximum. Remove one to add another.

perceptron-mk1.5 vs deepseek-v4.1-flash vs transcribe-1-pro vs qwen3-asr-1.7b
Attribute	Perceptron Mk1.5perceptron-mk1.5	DeepSeek V4.1 Flashdeepseek-v4.1-flash	Transcribe 1 Protranscribe-1-pro	Qwen3 ASR 1.7Bqwen3-asr-1.7b
Pricing
Input	$0.15 / 1M	$0.30 / 1M	$0 / 1M	$0 / 1M
Output	$1.50 / 1M	$1.20 / 1M	$0 / 1M	$0 / 1M
Cache Write (5m)	$0.15 / 1M	$0.30 / 1M	Not applicable	Not applicable
Cache Write (1h)	$0.15 / 1M	$0.30 / 1M	Not applicable	Not applicable
Cache Read	$0.15 / 1M	$0.30 / 1M	Not applicable	Not applicable
Web Search	$0 / 1M	$0 / 1M	$0 / 1M	$0 / 1M
Context
Max context	36.9K	1M	N/A	N/A
Max output	N/A	N/A	N/A	N/A
Capabilities
Vision	No	Yes	No	No
Function Calling	No	Yes	No	No
JSON Mode	No	Yes	No	No
Streaming	Yes	Yes	No	No
Catalogue
Provider	Perceptron	DeepSeek	Fish Audio	Qwen
Category	chat	chat	voice	voice
Charge type	Pay As You Go	Pay As You Go	Pay As You Go	Pay As You Go
Released	2026-09-25	—	2026-09-24	2026-08-13
Description
Summary	Perceptron Mk1.5 chat model that accepts audio input. Audio and text input are billed per token.	DeepSeek V4.1 Flash is a cost-efficient sparse Mixture-of-Experts (MoE) model in DeepSeek's V4.1 family, optimized for coding, reasoning, and agentic workflows. Despite its efficiency-focused positioning, DeepSeek reports that it surpasses the previous V4 Pro in performance, inference speed, and overall task completion time. The model is particularly strong at long-horizon, multi-step execution, making it well suited for coding agents, complex problem solving, and autonomous workflows that must reliably carry tasks through to completion.	Fish Audio Transcribe 1 Pro speech-to-text with speaker labels; transcripts include speaker tags such as <\|speaker:0\|>. Billed per second of audio.	Qwen3-ASR 1.7B speech-to-text. Billed per second of audio.