API cost decision in 10 seconds

NewPerceptron Mk1 vs Hy3 preview

Pick Hy3 preview when budget and context both matter.

Pricing data updated: 2026-05-26T11:08:00Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Hy3 preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for Perceptron Mk1, saving $0.7 (78.2% lower).

Cost-first pickHy3 preview

Context-first pickHy3 preview

Sample savings$0.778.2%

10x traffic gap$7.04

Hy3 preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $7.04. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Hy3 preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Perceptron Mk1	Hy3 preview
Input-heavy / RAG	5M input + 500K output	Hy3 preview	$1.5	$0.46
Balanced workload	1M input + 1M output	Hy3 preview	$1.65	$0.33
Output-heavy chatbot	1M input + 5M output	Hy3 preview	$7.65	$1.37

Cheaper input Hy3 preview $0.15 vs $0.066 / 1M

Hy3 preview is $0.08 cheaper per 1M input tokens (56% lower; 2.27x difference).

Cheaper output Hy3 preview $1.5 vs $0.26 / 1M

Hy3 preview is $1.24 cheaper per 1M output tokens (82.7% lower; 5.77x difference).

Larger context Hy3 preview 32.77K vs 262.14K

Hy3 preview has 229.38K more context (8x larger).

Sample workload Hy3 preview $0.9 vs $0.2

Hy3 preview is $0.7 cheaper on the standard workload (78.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Perceptron Mk1 Calculating… Estimated API cost

Hy3 preview Calculating… Estimated API cost

Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Hy3 preview has the lower input price; Hy3 preview has the lower output price; Hy3 preview offers the larger context window. For the 1M input plus 500K output sample, Hy3 preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.9 for Perceptron Mk1 and $0.2 for Hy3 preview.

Best Fit

Choose Perceptron Mk1 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Hy3 preview when you care most about lower input-token price, lower output-token price, and larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for Perceptron Mk1, saving $0.7 (78.2% lower).
Hy3 preview is $0.7 cheaper on the standard workload (78.2% lower).
Hy3 preview is $0.08 cheaper per 1M input tokens (56% lower; 2.27x difference).
Hy3 preview is $1.24 cheaper per 1M output tokens (82.7% lower; 5.77x difference).
Hy3 preview has 229.38K more context (8x larger).

Head-to-Head Specs

Feature	NewPerceptron Mk1 (Perceptron)	Hy3 preview (Tencent)
Input Price prompt tokens per 1M	$0.15	$0.066
Completion Price per 1M tokens	$1.5	$0.26
Sample Workload Cost 1M input + 500K output	$0.9	$0.2
Context Window	32.77K	262.14K
Release Date	2026-05-12	2026-04-22

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Hy3 preview	On the standard 1M input plus 500K output workload, Hy3 preview is estimated at $0.2 vs $0.9 for Perceptron Mk1, saving $0.7 (78.2% lower).
High-volume input processing	Hy3 preview	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Hy3 preview	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Hy3 preview	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

No lower-cost same-provider swap is currently tracked for this pair.

Larger context near this budget

Llama 4 Scout offers 10M context with $0.23 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
Gemini 3.1 Flash Lite offers 1.05M context with $1 sample workload cost.
DeepSeek V4 Pro offers 1.05M context with $0.87 sample workload cost.

Popular competitors

No popular competitor is currently available.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Perceptron catalog

Review all tracked Perceptron models before deciding whether this matchup is the right shortlist.

Open Perceptron models

Tencent catalog

Check other Tencent models with comparable pricing, context, or release timing.

Open Tencent models

Perceptron Mk1

Perceptron Mk1 (Mark One) is Perceptron's highest-quality vision-language model for video and embodied reasoning.** It accepts image and video inputs paired with natural language queries, and produces detailed visual understanding...

Hy3 preview

Hy3 preview is a high-efficiency Mixture-of-Experts model from Tencent designed for agentic workflows and production use. It supports configurable reasoning levels across disabled, low, and high modes, allowing it to...