// OPEN-SOURCE LLM (CODING & REASONING) ALTERNATIVE

The honest Tencent Hy4 preview alternative for creators who want published content, not just raw text

Tencent Hy4 preview is an open-source 770B text model for coding and research. Kompozy is the content engine that turns text into published posts.

Last verified · 2026-08-29 · by Moe Ameen

If you searched "Tencent Hy4 preview alternative," start with what Hy4 actually is, because it's a genuinely capable release and this page won't pretend otherwise. Hy4 preview is Tencent Hunyuan's open-source mixture-of-experts model — 770 billion total parameters, about 49 billion active, and a context window over 1 million tokens — released on August 28, 2026 and tuned for coding, agentic engineering, analysis, and research. Open weights, cheap API access, and a huge context window make it a strong pick for what it's built to do.

I run Kompozy, and the honest framing is that Kompozy is not a large language model and doesn't try to be one — it doesn't reason over a codebase, run as an agent, or publish open weights. So most people typing "Hy4 preview alternative" split into two groups. The first genuinely needs a reasoning model for code, agentic tasks, or long-context analysis, in which case Hy4 (or a peer like DeepSeek V4 Pro or GLM-5.3) is the right answer and you may not need an alternative at all. The second group wanted finished content and discovered that Hy4 hands back raw text — no video, no carousel, no captions, no schedule, no post.

That second group is who this page is for. Hy4 answers "how do I draft or analyze this?" Kompozy answers "how do I turn it into published, on-brand content everywhere?" They're different questions, and only the second one describes a content operation. Below is where each fits — including the cases where Hy4, not Kompozy, is clearly the tool you want.

What Tencent Hy4 preview does

Hy4 preview is a text-in, text-out large language model from Tencent's Hunyuan team, open-sourced on August 28, 2026. It uses a mixture-of-experts architecture (770B total parameters, ~49B active) with a context window exceeding 1 million tokens, and it targets software engineering, office and financial analysis, game development, and scientific research. Tencent published the weights (plus a lower-precision FP8 variant) on Hugging Face, ModelScope, GitCode, and CNB, and offers API access via Tencent Cloud TokenHub and OpenRouter at roughly $0.834 per million input tokens and $2.501 per million output tokens. What it produces is text and code — it generates no images, video, or audio, applies no brand voice, and does not schedule or publish anything.

Why people look for a Tencent Hy4 preview alternative

You'd look past Hy4 the moment your goal shifts from "draft or analyze this" to "publish content." A raw model output is a wall of text with no hook, no captions for muted autoplay, no vertical crop, no visual format, and no path to a feed — and Hy4 is tuned for engineering, so its English short-form voice is unproven and its drafts read like model output. Turning any of it into content means bolting on a caption tool, a clipper, a carousel and image designer, a brand-voice layer, and a scheduler. There are practical caveats too: the strongest benchmarks are Tencent's own and await independent verification, and self-hosting a 770B model for privacy takes serious GPU hardware. Kompozy is the alternative when you want that entire downstream — finished, captioned, on-brand content across formats and platforms — handled in one place, without assembling a stack around a text model.

Tencent Hy4 preview vs Kompozy — feature comparison

FeatureTencent Hy4 previewKompozyNote
Coding & agentic engineeringYesNoHy4's core purpose; Kompozy is not a coding or agent model.
Long-context reasoning (1M tokens)YesNoHy4 ingests whole codebases and transcripts; Kompozy is a generate-and-publish engine, not a raw model.
Open weights / self-hostableYesNoHy4 publishes weights (plus FP8) for self-hosting; Kompozy is a hosted product.
Persona / avatar explainer videoNoYesKompozy makes HeyGen/Persona talking-head video; Hy4 outputs text only.
Carousels, images, quote graphicsNoYesKompozy generates brand-exact carousels via HyperFrames plus images and quote cards; Hy4 makes none.
Blog & newsletter generationPartial (raw text)YesHy4 can draft prose; Kompozy produces finished, voice-governed Blog Articles and Email Newsletters.
Feed-styled captions & clippingNoYesKompozy burns branded captions and cuts vertical shorts; Hy4 has no media output.
Brand voice governanceNoYesA Persona Brief and banned-word filters govern every Kompozy output; raw model text has no voice layer.
Scheduling & multi-platform publishingNoYesKompozy schedules and publishes across the whole surface; Hy4 publishes nothing.
Cheap, high-volume raw textYesNoHy4's low per-token pricing is a real advantage for bulk drafting; Kompozy is priced by finished output.

Pricing — Tencent Hy4 preview vs Kompozy

TierTencent Hy4 preview planTencent Hy4 preview priceKompozy planKompozy price
EntryHy4 preview API~$0.834/M input, $2.501/M output (limited free window at launch)Kompozy Starter$99/mo (5,500 credits)
MidHy4 preview (self-hosted weights)Free weights + GPU computeKompozy Pro$299/mo (18,000 credits)
TopHy4 preview (bulk API)Scales per tokenKompozy EnterpriseCustom (sales-led)
Pricing verified 2026-08-29from each vendor’s public pricing page. Promotional rates rotate monthly — verify before purchase.

What Tencent Hy4 preview does well

  • Frontier-scale open weights (plus an FP8 variant) you can self-host or run through OpenRouter.
  • A 1M-token context window that reasons over whole codebases, transcripts, and document sets at once.
  • Strong reported coding and agentic engineering benchmarks.
  • Low per-token API pricing that undercuts most Western frontier models, with a limited free window at launch.
  • A notable agentic milestone — the model helping optimize its own training and inference.

Where Tencent Hy4 preview falls short

  • Text and code only — no images, video, audio, captions, or publishing.
  • Tuned for engineering, so its English marketing and short-form voice is unproven.
  • The strongest benchmark numbers are Tencent's own and await independent verification.
  • Self-hosting the 770B model for privacy demands substantial GPU hardware even in FP8.
  • For a content workflow it produces raw drafts, not finished, on-brand, scheduled posts.

Pick Tencent Hy4 preview when…

  • You need coding or agentic engineering. Hy4 is purpose-built for debugging, long-horizon coding, and agent tasks; Kompozy does none of that.
  • You must reason over a huge input. The 1M-token context digests entire codebases, transcripts, or corpora in one pass.
  • You want open weights for privacy or scale. Self-hosting Hy4 keeps data in-house and can be cheaper at very high volume, if you have the hardware.
  • You need cheap, high-volume raw text. Low per-token pricing makes bulk drafting and research synthesis economical.

Pick Kompozy when…

  • You want published content, not a text model. Kompozy turns a concept or draft into captioned video, carousels, images, a blog, and a newsletter — then publishes them.
  • You need content narrated on camera. Persona and HeyGen avatar video put a face and voice on an idea; a text model can't.
  • You need one brand voice across everything. A Persona Brief and banned-word filters govern every output, so authoritative source material lands in your voice.
  • You want to distribute, not just draft. Autopilot, per-platform reframing, a review pipeline, and scheduling ship content across eight social platforms plus blog and email.
  • You want a full workflow, not a stack to assemble. Kompozy replaces the caption tool, clipper, designer, writer, and scheduler you'd otherwise wire around a raw model.

Why Kompozy is the Tencent Hy4 preview alternative we recommend

Here's the clean way to see the choice. Hy4 preview is a reasoning model; Kompozy is a content engine. If you specifically need to code, run an agent, or analyze a million tokens of source, use Hy4 — Kompozy won't do that, and this page won't pretend it does. The two aren't mutually exclusive: a smart workflow uses Hy4 (or any model) to draft and analyze at the front, then hands the text to Kompozy to become content.

Because the moment the draft exists, the real work is the rest of the recipe — a face on the idea, a format that stops the scroll, one consistent voice, and reliable distribution. Kompozy is built to be that recipe: from a prompt or a source it generates across 18 formats — Persona and HeyGen avatar video, Clipped Shorts, Carousels via HyperFrames, Photo Posts, Quote Graphics, Blog Articles, Email Newsletters, and Text Posts — every piece held to your Persona Brief, then reframed per platform and scheduled and published across eight social platforms plus blog and email through Autopilot and a review pipeline. Keep Hy4 for the reasoning if you love it, and let Kompozy make and ship everything around it — no model wrangling required.

Frequently asked questions

Is Kompozy a Tencent Hy4 preview alternative?

Only for part of the job. Hy4 is a coding and reasoning LLM that outputs raw text; Kompozy doesn't reason over code or publish weights. Kompozy is the alternative when your goal is finished, published content — captioned video, carousels, a blog, a newsletter — generated in one brand voice and distributed across platforms, rather than a wall of model text.

What is the best Tencent Hy4 preview alternative for making content?

For turning ideas or drafts into published multi-format content, Kompozy is the practical pick: it generates 18 formats — persona/avatar video, carousels, images, quote graphics, blogs, and newsletters — in one brand voice and publishes to eight social platforms plus blog and email with scheduling and autopilot. If you need another reasoning model instead, DeepSeek V4 Pro, GLM-5.3, or Kimi K3 are peers.

Can I use Hy4 preview and Kompozy together?

Yes, and it's the strongest setup. Use Hy4's long context to draft or summarize a dense source, then drop that text into Kompozy as a source. Kompozy rewrites it under your Persona Brief, fans it into video, carousels, images, a blog, and a newsletter, and schedules the batch across platforms.

How much do they cost?

Hy4 API access was listed around $0.834 per million input tokens and $2.501 per million output tokens (with open weights you can self-host for compute cost), while Kompozy is credit-based from $99/mo (5,500 credits). They meter different things — raw text versus generated-and-published content — so compare by the outcome you need, not the sticker.

Does Hy4 preview publish to TikTok, Instagram, or YouTube?

No. Hy4 is a text-only model with no publishing capability. Kompozy publishes to eight social platforms — Instagram, Facebook, TikTok, YouTube, LinkedIn, X, Pinterest, and Threads — plus blog and email, with scheduling, a per-post review, and autopilot.

Related deep guides

See Kompozy pricing · Get Started →