THE PRODUCT
Hy3
Tencent's Hy3 is an open-source LLM praised for aggressive pricing but criticized for benchmark mediocrity and inconsistency versus smaller competitors.
THE VERDICT
REALITY SCORE · OUT OF 10 · CONFIDENCE HIGH
COMPOSED FROM
SENTIMENT · 116 REVIEWS
BEST PRICE TODAY
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AT A GLANCE · QUOTABLE
- Rating: 6.0 / 10 (high confidence)
- User voices: 116 across 5 platforms
- Sentiment: 30% positive · 45% negative
- Updated: Jul 9, 2026
GYIBB rates the Hy3 6.0/10 based on 116 user voices from 5 platforms. Confidence: high. Source: https://gyibb.com/ai-models/hy3
BUY IF
Aggressively priced — 'exceedingly cheap' on OpenRouter, competitive with DeepSeek Flash V4
- + Open-source / FOSS option for users who need a self-hostable model
- + Post-preview release showed significant benchmark improvement on DeepSWE
- + Can skip reasoning chains for speed, useful for dev workflows
SKIP IF
Fell from #1 to #8/9 on OpenRouter rankings within a month
- − Outperformed by smaller models (Gemma 4 31B, Qwen 3.6 27B) in security-auditing benchmarks
- − 'Makes idiotic decisions all the time' when lacking task-specific knowledge
- − Quantization resilience unproven vs. DeepSeek V4's native FP4 efficiency
Where the layers disagree ⚡
5 CONTRADICTIONS DETECTEDUSER rankings data shows Hy3 fell from #1 to #8/9 on OpenRouter, contradicting the VIDEO excitement framing it as a Qwen 3.7 competitor — real adoption is declining while influencer hype is fresh.
USER benchmarks from a security-auditing professional report Hy3 is 'outperformed by Gemma 4 31B and Qwen 3.6 27B,' while VIDEO (Superbash) explicitly titles the model 'Fast, but not very smart?' — both layers independently flag weak reasoning.
USER price sentiment ('exceedingly cheap, no reason not to use it') clashes with USER performance verdicts ('mediocre,' 'idiotic decisions') — cost-to-capability ratio is the central unresolved debate.
VIDEO (xCreate) positions Hy3 as a local/open-source win for Mac Studio, but a VIDEO commenter warns 'China will not provide opensource models globally anymore' — geopolitical risk to the open-source value proposition is unaddressed by other layers.
USER notes the post-preview release is 'significantly better' with higher DeepSWE scores, but most VIDEO reviews tested only the preview — real-world performance of the shipping model remains under-tested on video.
Value depends on how you pay ⚖
SAME MODEL · TWO BUYERSON A SUBSCRIPTION
6.0Claude Max · ChatGPT Plus · GLM Coding — flat rate, tokens don't bill
For flat-rate plan buyers (e.g., through a coding IDE or aggregated AI platform), Hy3 offers adequate general-purpose capability comparable to GPT-5.4-mini but is not top-tier. Users report it 'just works for most things' but falls behind Sonnet 5 and GLM-5.2 in hard reasoning. If included in a plan with daily limits, it's a decent secondary model for routine tasks — not the one you'd pick for com
ON PER-TOKEN API
7.0Enterprise / pay-per-use — $/1M, latency, token efficiency bite
For per-token API buyers, Hy3's economics are the main draw — users call it 'exceedingly cheap' with input pricing now matching DeepSeek Flash V4. However, the cost advantage is offset by benchmark mediocrity and inconsistent output quality. For cost-sensitive workloads where 'good enough' reasoning suffices, it's a legitimate budget option. For production systems requiring reliability (e.g., secu
WHERE THEY AGREE +
WHERE THEY DON'T −
Where the 116 sources came from
VIEW EVERY CITATION →The four realities of the Hy3
Most review sites collapse everything into one number. We keep the layers separate so you can see where reality bends.
What actual buyers say
What reviewers showed on camera
HY3 Preview FULL Test – Hands-On With Tencent’s Next-Gen Model!
Bijan Bowen · 18,888 views
"[comment] This Guy Works Hard As They come [comment] I've been looking for a background video to eat for so long, thx [comment] going to be fun to watch these in 1 and 2 years from now [comment] Me and my brother have both given you a title…"
Tencent Hy3 Review: Fast, but not very smart?
Superbash (BoxminingAI) · 1,856 views
"[comment] ➡️ Read Full Guide: https://learn.superbash.ai/videos/rkouyv8ea0I/ 👉🏼 ☀️Get Cursor - access to all SOTA models 50% OFF☀️ — https://superbash.xyz/cursor 👉🏼 Kimi (Agent Swarm) — https://superbash.xyz/kimi 👉🏼 Minimax (Best Value) - …"
Hy3 Local AI vs Cloud REVIEW - The NEW Open Source Qwen 3.7? 🤯
xCreate · 868 views
"[comment] My definition of the cat isn't the same as yours :p [comment] Nice to see good local models continuing to release. Thanks for testing! [comment] Whoaaa!!! This model did better than I thought it would! And it’s not too shabby fo…"
What the press said
What the brand says
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SIMILAR IN THIS CATEGORY
See all →DATA SOURCES & AUDIT
116 data points across 5 platforms, synthesized via GYIBB's Truth Engine and fact-checked against source data before publication.
CONFIDENCE: HIGH · ANALYSED: JULY 10, 2026 AT 01:08 AM · PROMPT V1.0 · READ METHODOLOGY →