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

AionLabs: Aion 3.5 vs Z.ai: GLM 4.6V: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing AionLabs: Aion 3.5 (aion-labs/aion-3.5) vs Z.ai: GLM 4.6V (z-ai/glm-4.6v). 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 ($1.5/1M)

AionLabs: Aion 3.5 (aion-labs/aion-3.5) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for AionLabs: Aion 3.5: Activate ephemeral prefix caching to slash input costs by 50% (down to $1.5/1M) 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 ($0.15/1M)

Z.ai: GLM 4.6V (z-ai/glm-4.6v) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Z.ai: GLM 4.6V: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.15/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: aion-labs/aion-3.5 vs z-ai/glm-4.6v

In Etuki October 2026 FinOps telemetry comparing AionLabs: Aion 3.5 (API ID: aion-labs/aion-3.5) vs Z.ai: GLM 4.6V (API ID: z-ai/glm-4.6v), Z.ai: GLM 4.6V offers lower standard input pricing at $0.3/1M tokens ($0.9/1M output), while Z.ai: GLM 4.6V leads in cached prefix economics at $0.15/1M tokens (50% discount). AionLabs: Aion 3.5 achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

AionLabs: Aion 3.5 Cliff & Fee Auditaion-labs/aion-3.5

Auto-discovered via live global telemetry registry.

Z.ai: GLM 4.6V Cliff & Fee Auditz-ai/glm-4.6v

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionAionLabs: Aion 3.5Z.ai: GLM 4.6VVerified Advantage
Official Vendor API IDaion-labs/aion-3.5z-ai/glm-4.6vPinned Snapshot IDs
Standard Input / Output (per 1M)$3 / $6$0.3 / $0.9Z.ai: GLM 4.6V
Cache Read Price (per 1M)$1.5/1M (50% Off)$0.15/1M (50% Off)Z.ai: GLM 4.6V
Context Window / Max Output256K In / 32K Out128K In / 32K OutAionLabs: Aion 3.5
P90 First-Token / Edge Latency280ms280msAionLabs: Aion 3.5 (-0ms)
🛰️

AionLabs: Aion 3.5

API ID: aion-labs/aion-3.5 • Live Registry
Base / Input Rate$3/1M

Aion 3.5 is a multi-model roleplaying and storytelling system from AionLabs, built on the GLM family of models. It uses a collaborative generation process in which multiple special

Output / 1M Tokens:$6
Promo Cache Read Rate:$1.5/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: aion-labs/aion-3.5
256K Context Window
32K Max Output
Deploy with AionLabs: Aion 3.5
🛰️

Z.ai: GLM 4.6V

API ID: z-ai/glm-4.6v • Live Registry
Base / Input Rate$0.3/1M

GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents, and mixed media. It supports up to 128K to

Output / 1M Tokens:$0.9
Promo Cache Read Rate:$0.15/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: z-ai/glm-4.6v
128K Context Window
32K Max Output
Deploy with Z.ai: GLM 4.6V

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 ~$1769/yr with Z.ai: GLM 4.6V
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ AionLabs: Aion 3.5Estimated True Monthly Bill
$168.75/mo
🛰️ Z.ai: GLM 4.6VEstimated True Monthly Bill
$21.38/mo
Optimal FinOps Verdict: Deploying Z.ai: GLM 4.6V saves $147.38/month ($1769/year) at 25,000 MAU & 2,000 GB egress.
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🛰️Switch from AionLabs: Aion 3.5 to Z.ai: GLM 4.6V

GLM-4.6V is a large multimodal model designed for high-fidelity visual understanding and long-context reasoning across images, documents, and mixed media. It supports up to 128K to Verified P90 latency of 280ms.

✓ API ID: z-ai/glm-4.6v✓ 128K Context Window✓ 32K Max Output