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

IBM: Granite 4.2 8B vs AionLabs: Aion 3.5: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing IBM: Granite 4.2 8B (ibm-granite/granite-4.2-8b) vs AionLabs: Aion 3.5 (aion-labs/aion-3.5). 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 ($0.03/1M)

IBM: Granite 4.2 8B (ibm-granite/granite-4.2-8b) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for IBM: Granite 4.2 8B: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.03/1M) 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 ($1.5/1M)

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
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: ibm-granite/granite-4.2-8b vs aion-labs/aion-3.5

In Etuki October 2026 FinOps telemetry comparing IBM: Granite 4.2 8B (API ID: ibm-granite/granite-4.2-8b) vs AionLabs: Aion 3.5 (API ID: aion-labs/aion-3.5), IBM: Granite 4.2 8B offers lower standard input pricing at $0.06/1M tokens ($0.25/1M output), while IBM: Granite 4.2 8B leads in cached prefix economics at $0.03/1M tokens (50% discount). IBM: Granite 4.2 8B achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

IBM: Granite 4.2 8B Cliff & Fee Auditibm-granite/granite-4.2-8b

Auto-discovered via live global telemetry registry.

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

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionIBM: Granite 4.2 8BAionLabs: Aion 3.5Verified Advantage
Official Vendor API IDibm-granite/granite-4.2-8baion-labs/aion-3.5Pinned Snapshot IDs
Standard Input / Output (per 1M)$0.06 / $0.25$3 / $6IBM: Granite 4.2 8B
Cache Read Price (per 1M)$0.03/1M (50% Off)$1.5/1M (50% Off)IBM: Granite 4.2 8B
Context Window / Max Output128K In / 115K Out256K In / 32K OutIBM: Granite 4.2 8B
P90 First-Token / Edge Latency280ms280msIBM: Granite 4.2 8B (-0ms)
🛰️

IBM: Granite 4.2 8B

API ID: ibm-granite/granite-4.2-8b • Live Registry
Base / Input Rate$0.06/1M

Granite 4.2 8B is a dense reasoning model from IBM. It is suited for mathematics, code generation, multilingual dialogue, and agentic workflows that need multi-step reasoning. It s

Output / 1M Tokens:$0.25
Promo Cache Read Rate:$0.03/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: ibm-granite/granite-4.2-8b
128K Context Window
115K Max Output
Deploy with IBM: Granite 4.2 8B
🛰️

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

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 ~$1961/yr with IBM: Granite 4.2 8B
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ IBM: Granite 4.2 8BEstimated True Monthly Bill
$5.33/mo
🛰️ AionLabs: Aion 3.5Estimated True Monthly Bill
$168.75/mo
Optimal FinOps Verdict: Deploying IBM: Granite 4.2 8B saves $163.43/month ($1961/year) at 25,000 MAU & 2,000 GB egress.
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🛰️Switch from IBM: Granite 4.2 8B to AionLabs: Aion 3.5

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 Verified P90 latency of 280ms.

✓ API ID: aion-labs/aion-3.5✓ 256K Context Window✓ 32K Max Output