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

AionLabs: Aion 3.5 vs Qwen: Qwen3.8 Max Prime: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing AionLabs: Aion 3.5 (aion-labs/aion-3.5) vs Qwen: Qwen3.8 Max Prime (qwen/qwen3.8-max-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 ($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 ($2/1M)

Qwen: Qwen3.8 Max Prime (qwen/qwen3.8-max-prime) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Qwen: Qwen3.8 Max Prime: Activate ephemeral prefix caching to slash input costs by 50% (down to $2/1M) 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 qwen/qwen3.8-max-prime

In Etuki October 2026 FinOps telemetry comparing AionLabs: Aion 3.5 (API ID: aion-labs/aion-3.5) vs Qwen: Qwen3.8 Max Prime (API ID: qwen/qwen3.8-max-prime), AionLabs: Aion 3.5 offers lower standard input pricing at $3/1M tokens ($6/1M output), while AionLabs: Aion 3.5 leads in cached prefix economics at $1.5/1M 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.

Qwen: Qwen3.8 Max Prime Cliff & Fee Auditqwen/qwen3.8-max-prime

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionAionLabs: Aion 3.5Qwen: Qwen3.8 Max PrimeVerified Advantage
Official Vendor API IDaion-labs/aion-3.5qwen/qwen3.8-max-primePinned Snapshot IDs
Standard Input / Output (per 1M)$3 / $6$4 / $12AionLabs: Aion 3.5
Cache Read Price (per 1M)$1.5/1M (50% Off)$2/1M (50% Off)AionLabs: Aion 3.5
Context Window / Max Output256K In / 32K Out977K In / 128K OutQwen: Qwen3.8 Max Prime
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
🛰️

Qwen: Qwen3.8 Max Prime

API ID: qwen/qwen3.8-max-prime • Live Registry
Base / Input Rate$4/1M

Qwen3.8 Max Prime is a higher-throughput variant of Qwen3.8 Max from Alibaba's Qwen team, served as a separate SKU at a higher price point. It accepts text, image, and video...

Output / 1M Tokens:$12
Promo Cache Read Rate:$2/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: qwen/qwen3.8-max-prime
977K Context Window
128K Max Output
Deploy with Qwen: Qwen3.8 Max 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 ~$1395/yr with AionLabs: Aion 3.5
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
🛰️ Qwen: Qwen3.8 Max PrimeEstimated True Monthly Bill
$285.00/mo
Optimal FinOps Verdict: Deploying AionLabs: Aion 3.5 saves $116.25/month ($1395/year) at 25,000 MAU & 2,000 GB egress.
#1 Featured AionLabs: Aion 3.5 Alternative (Sponsored Slot)
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🛰️Switch from AionLabs: Aion 3.5 to Qwen: Qwen3.8 Max Prime

Qwen3.8 Max Prime is a higher-throughput variant of Qwen3.8 Max from Alibaba's Qwen team, served as a separate SKU at a higher price point. It accepts text, image, and video... Verified P90 latency of 280ms.

✓ API ID: qwen/qwen3.8-max-prime✓ 977K Context Window✓ 128K Max Output