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

Magnum v4 72B vs Pareto 26.10 Preview: Live Promos, Pricing, Hidden Fees & Latency

Verified 2026 FinOps benchmark comparing Magnum v4 72B (anthracite-org/magnum-v4-72b) vs Pareto 26.10 Preview (unbiased/pareto-26.10-preview). 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 ($1.25/1M)

Magnum v4 72B (anthracite-org/magnum-v4-72b) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Magnum v4 72B: Activate ephemeral prefix caching to slash input costs by 50% (down to $1.25/1M) 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 ($0.4/1M)

Pareto 26.10 Preview (unbiased/pareto-26.10-preview) 2026 Q4 Developer Promotion & Volume Credits

Official 2026 Q4 promotion for Pareto 26.10 Preview: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.4/1M) or route via asynchronous Batch API for 50% off standard token rates.

Official Portal
GEO Executive Citation Block (AI Overview & Perplexity Verified)API IDs: anthracite-org/magnum-v4-72b vs unbiased/pareto-26.10-preview

In Etuki October 2026 FinOps telemetry comparing Magnum v4 72B (API ID: anthracite-org/magnum-v4-72b) vs Pareto 26.10 Preview (API ID: unbiased/pareto-26.10-preview), Pareto 26.10 Preview offers lower standard input pricing at $0.8/1M tokens ($3.2/1M output), while Pareto 26.10 Preview leads in cached prefix economics at $0.4/1M tokens (50% discount). Magnum v4 72B achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).

Magnum v4 72B Cliff & Fee Auditanthracite-org/magnum-v4-72b

Auto-discovered via live global telemetry registry.

Pareto 26.10 Preview Cliff & Fee Auditunbiased/pareto-26.10-preview

Auto-discovered via live global telemetry registry.

Specification / FinOps DimensionMagnum v4 72BPareto 26.10 PreviewVerified Advantage
Official Vendor API IDanthracite-org/magnum-v4-72bunbiased/pareto-26.10-previewPinned Snapshot IDs
Standard Input / Output (per 1M)$2.5 / $5$0.8 / $3.2Pareto 26.10 Preview
Cache Read Price (per 1M)$1.25/1M (50% Off)$0.4/1M (50% Off)Pareto 26.10 Preview
Context Window / Max Output32K In / 4K Out1024K In / 128K OutPareto 26.10 Preview
P90 First-Token / Edge Latency280ms280msMagnum v4 72B (-0ms)
🛰️

Magnum v4 72B

API ID: anthracite-org/magnum-v4-72b • Live Registry
Base / Input Rate$2.5/1M

This is a series of models designed to replicate the prose quality of the Claude 3 models, specifically Sonnet(https://openrouter.ai/anthropic/claude-3.5-sonnet) and Opus(https://o

Output / 1M Tokens:$5
Promo Cache Read Rate:$1.25/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: anthracite-org/magnum-v4-72b
32K Context Window
4K Max Output
Deploy with Magnum v4 72B
🛰️

Pareto 26.10 Preview

API ID: unbiased/pareto-26.10-preview • Live Registry
Base / Input Rate$0.8/1M

Pareto is a multimodal composite model built for research, coding, and agentic workflows, while delivering frontier-level performance across a broad range of general-purpose tasks.

Output / 1M Tokens:$3.2
Promo Cache Read Rate:$0.4/1M (50% Off)
Verified P90 Latency:280ms
Key Production Capabilities:
API ID: unbiased/pareto-26.10-preview
1024K Context Window
128K Max Output
Deploy with Pareto 26.10 Preview

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 ~$860/yr with Pareto 26.10 Preview
Active Users:25,000 MAU
LLM Volume:50M (50% Cache)
Cloud Egress:2,000 GB/mo
Monthly GMV:$20,000/mo
🛰️ Magnum v4 72BEstimated True Monthly Bill
$140.63/mo
🛰️ Pareto 26.10 PreviewEstimated True Monthly Bill
$69.00/mo
Optimal FinOps Verdict: Deploying Pareto 26.10 Preview saves $71.63/month ($860/year) at 25,000 MAU & 2,000 GB egress.
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🛰️Switch from Magnum v4 72B to Pareto 26.10 Preview

Pareto is a multimodal composite model built for research, coding, and agentic workflows, while delivering frontier-level performance across a broad range of general-purpose tasks. Verified P90 latency of 280ms.

✓ API ID: unbiased/pareto-26.10-preview✓ 1024K Context Window✓ 128K Max Output