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llm_api HEAD-TO-HEAD BENCHMARK•Live Manufacturer Promo & Price Audit

Tencent: Hy-MT2-7B vs Z.ai: GLM 5.3 Prime: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing Tencent: Hy-MT2-7B (tencent/hy-mt2-7b) vs Z.ai: GLM 5.3 Prime (z-ai/glm-5.3-prime). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.

⚡ 50% CACHE DISCOUNT + 50% BATCH PROMO 78 Days Left (Ends 2026-12-31)
Value: 50% Cache Off ($0.037/1M)

Tencent: Hy-MT2-7B (tencent/hy-mt2-7b) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Tencent: Hy-MT2-7B: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.037/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
⚡ 50% CACHE DISCOUNT + 50% BATCH PROMO 78 Days Left (Ends 2026-12-31)
Value: 50% Cache Off ($1.4/1M)

Z.ai: GLM 5.3 Prime (z-ai/glm-5.3-prime) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Z.ai: GLM 5.3 Prime: Activate ephemeral prefix caching to slash input costs by 50% (down to $1.4/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: tencent/hy-mt2-7b vs z-ai/glm-5.3-prime

In Etuki October 2026 FinOps telemetry comparing Tencent: Hy-MT2-7B (API ID: tencent/hy-mt2-7b) vs Z.ai: GLM 5.3 Prime (API ID: z-ai/glm-5.3-prime), Tencent: Hy-MT2-7B offers lower standard input pricing at $0.074/1M tokens ($0.295/1M output), while Tencent: Hy-MT2-7B leads in cached prefix economics at $0.037/1M tokens (50% discount). Tencent: Hy-MT2-7B achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

Tencent: Hy-MT2-7B Cliff & Fee Audittencent/hy-mt2-7b

Auto-discovered via live global telemetry registry.

Z.ai: GLM 5.3 Prime Cliff & Fee Auditz-ai/glm-5.3-prime

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionTencent: Hy-MT2-7BZ.ai: GLM 5.3 PrimeVerified Advantage
Official Vendor API IDtencent/hy-mt2-7bz-ai/glm-5.3-primePinned Snapshot IDs
Standard Input / Output (per 1M)$0.074 / $0.295$2.8 / $8.8Tencent: Hy-MT2-7B
Cache Read Price (per 1M)$0.037/1M (50% Off)$1.4/1M (50% Off)Tencent: Hy-MT2-7B
Context Window / Max Output8K In / 4K Out977K In / 128K OutZ.ai: GLM 5.3 Prime
P90 First-Token / Edge Latency280ms280msTencent: Hy-MT2-7B (-0ms)
🛰️

Tencent: Hy-MT2-7B

API ID: tencent/hy-mt2-7b • Live Registry
Base / Input Rate$0.074/1M

Hy-MT2-7B is a 7B-parameter translation model from Tencent. It supports 33 language pairs and five Chinese dialect and minority-language pairs, with workflows for structured, delim

Output / 1M Tokens:$0.295
Promo Cache Read Rate:$0.037/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: tencent/hy-mt2-7b
8K Context Window
4K Max Output
Deploy with Tencent: Hy-MT2-7B
🛰️

Z.ai: GLM 5.3 Prime

API ID: z-ai/glm-5.3-prime • Live Registry
Base / Input Rate$2.8/1M

GLM-5.3-Prime is the high-speed variant of Z.ai's GLM-5.3, inheriting its full capabilities while delivering 1.5–2× the output throughput through inference acceleration. It support

Output / 1M Tokens:$8.8
Promo Cache Read Rate:$1.4/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: z-ai/glm-5.3-prime
977K Context Window
128K Max Output
Deploy with Z.ai: GLM 5.3 Prime

Real-Time Stack Cost & Hidden-Fee Simulator (MAU / Token / Egress / GMV)

Calibrated with Reddit r/FinOps & r/devops telemetry: Includes Context Caching, Bandwidth Egress, and MoR Tax

Saves ~$2390/yr with Tencent: Hy-MT2-7B
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ Tencent: Hy-MT2-7BEstimated True Monthly Bill
$6.37/mo
🛰️ Z.ai: GLM 5.3 PrimeEstimated True Monthly Bill
$205.50/mo
Optimal FinOps Verdict: Deploying Tencent: Hy-MT2-7B saves $199.13/month ($2390/year) at 25,000 MAU & 2,000 GB egress.
#1 Featured Tencent: Hy-MT2-7B Alternative (Sponsored Slot)
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🛰️Switch from Tencent: Hy-MT2-7B to Z.ai: GLM 5.3 Prime

GLM-5.3-Prime is the high-speed variant of Z.ai's GLM-5.3, inheriting its full capabilities while delivering 1.5–2× the output throughput through inference acceleration. It support Verified P90 latency of 280ms.

✓ API ID: z-ai/glm-5.3-prime✓ 977K Context Window✓ 128K Max Output